import pandas as pd
import numpy as np
import operator
import time
import random
from scipy.io import arff
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.preprocessing import LabelEncoder
from sklearn.inspection import permutation_importance
from sklearn.preprocessing import MinMaxScaler
from sklearn.metrics import confusion_matrix
from sklearn.metrics import balanced_accuracy_score
from sklearn import metrics
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
from sklearn.model_selection import train_test_split
from sklearn.utils import resample
from imblearn.over_sampling import SMOTE
from sklearn.impute import KNNImputer
from sklearn.model_selection import GridSearchCV
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import AdaBoostClassifier
from xgboost import XGBClassifier
from lightgbm import LGBMClassifier
year_1 = arff.loadarff("1year.arff")
year1 = pd.DataFrame(year_1[0])
year_2 = arff.loadarff("2year.arff")
year2 = pd.DataFrame(year_2[0])
year_3 = arff.loadarff("3year.arff")
year3 = pd.DataFrame(year_3[0])
year_4 = arff.loadarff("4year.arff")
year4 = pd.DataFrame(year_4[0])
year_5 = arff.loadarff("5year.arff")
year5 = pd.DataFrame(year_5[0])
df_list = [year1,year2,year3,year4,year5]
for i in range(5):
print("For Year "+str(i+1))
display(df_list[i].head())
print("---------------------------------------------------")
For Year 1
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.200550 | 0.37951 | 0.39641 | 2.0472 | 32.3510 | 0.38825 | 0.249760 | 1.33050 | 1.1389 | 0.50494 | 0.249760 | 0.65980 | 0.166600 | 0.249760 | 497.42 | 0.73378 | 2.6349 | 0.249760 | 0.149420 | 43.370 | 1.2479 | 0.21402 | 0.119980 | 0.47706 | 0.50494 | 0.60411 | 1.45820 | 1.7615 | 5.9443 | 0.11788 | 0.149420 | 94.14 | 3.8772 | 0.56393 | 0.21402 | 1.7410 | 593.2700 | 0.50591 | 0.128040 | 0.662950 | 0.051402 | 0.128040 | 114.42 | 71.050 | 1.00970 | 1.52250 | 49.394 | 0.185300 | 0.110850 | 2.0420 | 0.37854 | 0.25792 | 2.2437 | 2.2480 | 348690.0 | 0.121960 | 0.39718 | 0.87804 | 0.001924 | 8.4160 | 5.1372 | 82.658 | 4.4158 | 7.4277 | b'0' |
| 1 | 0.209120 | 0.49988 | 0.47225 | 1.9447 | 14.7860 | 0.00000 | 0.258340 | 0.99601 | 1.6996 | 0.49788 | 0.261140 | 0.51680 | 0.158350 | 0.258340 | 677.96 | 0.53838 | 2.0005 | 0.258340 | 0.152000 | 87.981 | 1.4293 | 0.24806 | 0.123040 | NaN | 0.39542 | 0.43992 | 88.44400 | 16.9460 | 3.6884 | 0.26969 | 0.152000 | 122.17 | 2.9876 | 2.98760 | 0.20616 | 1.6996 | NaN | 0.49788 | 0.121300 | 0.086422 | 0.064371 | 0.145950 | 199.49 | 111.510 | 0.51045 | 1.12520 | 100.130 | 0.237270 | 0.139610 | 1.9447 | 0.49988 | 0.33472 | 17.8660 | 17.8660 | 2304.6 | 0.121300 | 0.42002 | 0.85300 | 0.000000 | 4.1486 | 3.2732 | 107.350 | 3.4000 | 60.9870 | b'0' |
| 2 | 0.248660 | 0.69592 | 0.26713 | 1.5548 | -1.1523 | 0.00000 | 0.309060 | 0.43695 | 1.3090 | 0.30408 | 0.312580 | 0.64184 | 0.244350 | 0.309060 | 794.16 | 0.45961 | 1.4369 | 0.309060 | 0.236100 | 73.133 | 1.4283 | 0.30260 | 0.189960 | NaN | 0.28932 | 0.37282 | 86.01100 | 1.0627 | 4.3749 | 0.41929 | 0.238150 | 176.93 | 2.0630 | 1.42740 | 0.31565 | 1.3090 | 2.3019 | 0.51537 | 0.241140 | 0.322020 | 0.074020 | 0.231170 | 165.51 | 92.381 | 0.94807 | 1.01010 | 96.372 | 0.291810 | 0.222930 | 1.0758 | 0.48152 | 0.48474 | 1.2098 | 2.0504 | 6332.7 | 0.241140 | 0.81774 | 0.76599 | 0.694840 | 4.9909 | 3.9510 | 134.270 | 2.7185 | 5.2078 | b'0' |
| 3 | 0.081483 | 0.30734 | 0.45879 | 2.4928 | 51.9520 | 0.14988 | 0.092704 | 1.86610 | 1.0571 | 0.57353 | 0.092704 | 0.30163 | 0.094257 | 0.092704 | 917.01 | 0.39803 | 3.2537 | 0.092704 | 0.071428 | 79.788 | 1.5069 | 0.11550 | 0.062782 | 0.17193 | 0.57353 | 0.36152 | 0.94076 | 1.9618 | 4.6511 | 0.14343 | 0.071428 | 91.37 | 3.9948 | 0.37581 | 0.11550 | 1.3562 | NaN | 0.57353 | 0.088995 | 0.401390 | 0.069622 | 0.088995 | 180.77 | 100.980 | 0.28720 | 1.56960 | 84.344 | 0.085874 | 0.066165 | 2.4928 | 0.30734 | 0.25033 | 2.4524 | 2.4524 | 20545.0 | 0.054015 | 0.14207 | 0.94598 | 0.000000 | 4.5746 | 3.6147 | 86.435 | 4.2228 | 5.5497 | b'0' |
| 4 | 0.187320 | 0.61323 | 0.22960 | 1.4063 | -7.3128 | 0.18732 | 0.187320 | 0.63070 | 1.1559 | 0.38677 | 0.187320 | 0.33147 | 0.121820 | 0.187320 | 1133.20 | 0.32211 | 1.6307 | 0.187320 | 0.115530 | 57.045 | NaN | 0.19832 | 0.115530 | 0.18732 | 0.38677 | 0.32211 | 1.41380 | 1.1184 | 4.1424 | 0.27884 | 0.115530 | 147.04 | 2.4823 | 0.32340 | 0.19832 | 1.6278 | 11.2470 | 0.43489 | 0.122310 | 0.293040 | 0.096680 | 0.122310 | 141.62 | 84.574 | 0.73919 | 0.95787 | 65.936 | 0.188110 | 0.116010 | 1.2959 | 0.56511 | 0.40285 | 1.8839 | 2.1184 | 3186.6 | 0.134850 | 0.48431 | 0.86515 | 0.124440 | 6.3985 | 4.3158 | 127.210 | 2.8692 | 7.8980 | b'0' |
--------------------------------------------------- For Year 2
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.202350 | 0.46500 | 0.240380 | 1.5171 | -14.547 | 0.510690 | 0.25366 | 0.91816 | 1.15190 | 0.42695 | 0.253660 | 0.545610 | 0.178650 | 0.25366 | 603.20 | 0.605110 | 2.1505 | 0.25366 | 0.161050 | 42.697 | 1.0806 | 0.223490 | 0.128480 | 0.63105 | 0.426950 | 0.494780 | 1.6345 | 0.815590 | 6.0038 | 0.22803 | 0.161050 | 124.100 | 2.94120 | 0.48063 | 0.223490 | 1.62580 | 5095.3000 | 0.42705 | 0.14190 | 0.464890 | 0.060856 | 0.14190 | 113.36 | 70.661 | 1.09830 | 1.12070 | 49.181 | 0.195770 | 0.12430 | 1.51670 | 0.46490 | 0.34000 | 1.4486 | 1.4490 | 242500.0 | 0.13184 | 0.473950 | 0.86816 | 0.00024 | 8.5487 | 5.16550 | 107.740 | 3.38790 | 5.3440 | b'0' |
| 1 | 0.030073 | 0.59563 | 0.186680 | 1.3382 | -37.859 | -0.000319 | 0.04167 | 0.67890 | 0.32356 | 0.40437 | 0.042199 | 0.075493 | 0.145630 | 0.04167 | 4613.90 | 0.079109 | 1.6789 | 0.04167 | 0.128780 | 239.120 | NaN | 0.042196 | 0.092943 | NaN | 0.029802 | 0.059639 | 79.7520 | 0.714320 | 4.0672 | 1.80520 | 0.128780 | 708.740 | 0.51499 | 0.47725 | 0.039298 | 0.32356 | NaN | 0.40437 | 0.12146 | 0.028211 | 0.416710 | 0.13041 | 815.69 | 576.570 | 0.14187 | 0.95419 | 272.170 | 0.036746 | 0.11357 | 1.24010 | 0.55197 | 1.94180 | 1.5473 | 1.5473 | 2179.5 | 0.12146 | 0.074369 | 0.87235 | 0.00000 | 1.5264 | 0.63305 | 622.660 | 0.58619 | 1.2381 | b'0' |
| 2 | 0.257860 | 0.29949 | 0.665190 | 3.2211 | 71.799 | 0.000000 | 0.31877 | 2.33200 | 1.67620 | 0.69841 | 0.324530 | 1.064400 | 0.197450 | 0.31877 | 330.29 | 1.105100 | 3.3390 | 0.31877 | 0.190170 | 84.246 | 1.1146 | 0.304660 | 0.153830 | NaN | 0.607750 | 0.901690 | 52.8860 | 18.836000 | 3.7415 | 0.14756 | 0.190210 | 78.101 | 4.67340 | 4.67340 | 0.276560 | 1.67620 | NaN | 0.69841 | 0.16499 | 0.179420 | 0.031507 | 0.18175 | 198.36 | 114.110 | 0.66649 | 1.92920 | 100.890 | 0.292470 | 0.17448 | 3.22110 | 0.29949 | 0.21398 | 19.7770 | 19.7770 | 3668.6 | 0.16499 | 0.369210 | 0.81614 | 0.00000 | 4.3325 | 3.19850 | 65.215 | 5.59690 | 47.4660 | b'0' |
| 3 | 0.227160 | 0.67850 | 0.042784 | 1.0828 | -88.212 | 0.000000 | 0.28505 | 0.47384 | 1.32410 | 0.32150 | 0.381070 | 0.551560 | 0.227940 | 0.28505 | 820.52 | 0.444840 | 1.4738 | 0.28505 | 0.215270 | 69.778 | 1.2704 | 0.379470 | 0.171560 | NaN | 0.309750 | 0.359520 | 3.9521 | 0.097146 | 4.4738 | 0.48944 | 0.221940 | 201.670 | 1.80990 | 1.37860 | 0.388740 | 1.32410 | 1.9671 | 0.47729 | 0.29358 | 0.087377 | 0.057077 | 0.28658 | 141.81 | 72.028 | 0.89740 | 0.59298 | 98.777 | 0.362700 | 0.27392 | 0.82475 | 0.51680 | 0.55251 | 0.7300 | 1.0837 | 1273.8 | 0.29358 | 0.706570 | 0.78617 | 0.48456 | 5.2309 | 5.06750 | 142.460 | 2.56210 | 3.0066 | b'0' |
| 4 | 0.085443 | 0.38039 | 0.359230 | 1.9444 | 21.731 | 0.187900 | 0.10823 | 1.37140 | 1.11260 | 0.52167 | 0.108230 | 0.284520 | 0.089326 | 0.10823 | 997.01 | 0.366100 | 2.6289 | 0.10823 | 0.069422 | 63.995 | 1.3596 | 0.188340 | 0.054807 | 0.22602 | 0.521670 | 0.306200 | 1.3442 | 1.379700 | 4.7049 | 0.19682 | 0.069422 | 99.090 | 3.68350 | 0.49514 | 0.188340 | 1.63470 | NaN | 0.52167 | 0.12081 | 0.201730 | 0.057007 | 0.12081 | 155.20 | 91.204 | 0.31259 | 1.22580 | 71.204 | 0.157310 | 0.10091 | 1.94440 | 0.38039 | 0.27148 | 2.0035 | 2.0035 | 18209.0 | 0.10124 | 0.163790 | 0.89876 | 0.00000 | 5.7035 | 4.00200 | 89.058 | 4.09840 | 5.9874 | b'0' |
--------------------------------------------------- For Year 3
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.174190 | 0.41299 | 0.14371 | 1.3480 | -28.9820 | 0.60383 | 0.219460 | 1.1225 | 1.1961 | 0.46359 | 0.219460 | 0.531390 | 0.142330 | 0.219460 | 592.24 | 0.61630 | 2.4213 | 0.219460 | 0.122720 | 37.573 | 0.99690 | 0.295100 | 0.097402 | 0.75641 | 0.46359 | 0.50669 | 1.97370 | 0.32417 | 5.9473 | 0.224930 | 0.122720 | 100.820 | 3.6203 | 0.71453 | 0.295100 | 1.8079 | 123140.0000 | 0.46359 | 0.165010 | 0.212820 | 0.041124 | 0.165010 | 95.682 | 58.109 | 0.946210 | 0.90221 | 44.941 | 0.260030 | 0.145400 | 1.3480 | 0.41299 | 0.27622 | 1.0457 | 1.0458 | 127280.0 | 0.163960 | 0.375740 | 0.83604 | 0.000007 | 9.7145 | 6.2813 | 84.291 | 4.3303 | 4.0341 | b'0' |
| 1 | 0.146240 | 0.46038 | 0.28230 | 1.6294 | 2.5952 | 0.00000 | 0.171850 | 1.1721 | 1.6018 | 0.53962 | 0.175790 | 0.383170 | 0.126470 | 0.171850 | 829.46 | 0.44004 | 2.1721 | 0.171850 | 0.107280 | 60.954 | 5.08890 | 0.175710 | 0.091295 | NaN | 0.17523 | 0.38442 | 44.59300 | 1.04860 | 4.0792 | 0.243840 | 0.109740 | 105.090 | 3.4733 | 3.38360 | 0.044076 | 1.6018 | NaN | 0.53962 | 0.027516 | 0.164060 | 0.074333 | 0.109690 | 149.750 | 88.801 | 0.546690 | 1.03300 | 62.678 | 0.144970 | 0.090503 | 1.5874 | 0.44849 | 0.28791 | 2.0044 | 2.0044 | 3387.8 | 0.027516 | 0.271000 | 0.90108 | 0.000000 | 5.9882 | 4.1103 | 102.190 | 3.5716 | 5.9500 | b'0' |
| 2 | 0.000595 | 0.22612 | 0.48839 | 3.1599 | 84.8740 | 0.19114 | 0.004572 | 2.9881 | 1.0077 | 0.67566 | 0.004572 | 0.020219 | 0.030966 | 0.004572 | 2094.10 | 0.17430 | 4.4225 | 0.004572 | 0.003592 | 53.881 | 0.67451 | 0.040610 | 0.000468 | 0.23470 | 0.67566 | 0.15672 | 0.32153 | 1.71070 | 4.6220 | 0.036196 | 0.003592 | 65.345 | 5.5857 | 0.17960 | 0.040610 | 1.3425 | NaN | 0.67566 | 0.031907 | 0.844690 | 0.098528 | 0.031907 | 150.130 | 96.251 | 0.003168 | 2.32900 | 54.296 | 0.005769 | 0.004533 | 3.1599 | 0.22612 | 0.17903 | 2.3667 | 2.3667 | 20453.0 | 0.007639 | 0.000881 | 0.99236 | 0.000000 | 6.7742 | 3.7922 | 64.846 | 5.6287 | 4.4581 | b'0' |
| 3 | 0.024526 | 0.43236 | 0.27546 | 1.7833 | -10.1050 | 0.56944 | 0.024526 | 1.3057 | 1.0509 | 0.56453 | 0.024526 | 0.069747 | 0.036812 | 0.024526 | 3299.40 | 0.11063 | 2.3129 | 0.024526 | 0.018876 | 86.317 | 0.62795 | 0.055446 | 0.018876 | 0.56944 | 0.56453 | 0.11063 | 0.44844 | 0.73869 | 4.2600 | 0.286240 | 0.018876 | 103.810 | 3.5161 | 0.12824 | 0.055446 | 1.3068 | 3.9624 | 0.64524 | 0.042673 | 0.178260 | 0.180500 | 0.042673 | 158.550 | 72.237 | 0.079819 | 0.90954 | 90.707 | 0.032141 | 0.024737 | 1.4504 | 0.35164 | 0.28440 | 1.5139 | 1.7303 | 5012.6 | 0.048398 | 0.043445 | 0.95160 | 0.142980 | 4.2286 | 5.0528 | 98.783 | 3.6950 | 3.4844 | b'0' |
| 4 | 0.188290 | 0.41504 | 0.34231 | 1.9279 | -58.2740 | 0.00000 | 0.233580 | 1.4094 | 1.3393 | 0.58496 | 0.238810 | 0.633170 | 0.187800 | 0.233580 | 602.31 | 0.60600 | 2.4094 | 0.233580 | 0.174410 | 140.860 | 1.20390 | 0.234930 | 0.140590 | 0.00000 | 0.57250 | 0.49687 | 44.94700 | 1.18530 | 4.6033 | 0.306910 | 0.177840 | 122.090 | 2.9897 | 2.65740 | 0.236350 | 1.3393 | 4.5490 | 0.62769 | 0.176480 | 0.013769 | 0.054712 | 0.175420 | 192.450 | 51.585 | 0.364290 | 0.52685 | 171.050 | 0.216990 | 0.162030 | 1.7136 | 0.36891 | 0.33449 | 2.0256 | 2.1735 | 13730.0 | 0.176480 | 0.321880 | 0.82635 | 0.073039 | 2.5912 | 7.0756 | 100.540 | 3.6303 | 4.6375 | b'0' |
--------------------------------------------------- For Year 4
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.159290 | 0.46240 | 0.07773 | 1.1683 | -44.853 | 0.467020 | 0.189480 | 0.82895 | 1.1223 | 0.38330 | 0.189480 | 0.41025 | 0.155480 | 0.189480 | 771.49 | 0.47311 | 2.1626 | 0.189480 | 0.134660 | 46.838 | 1.03460 | 0.180820 | 0.113210 | 0.57607 | 0.383300 | 0.40783 | 1.44230 | 0.16882 | 6.0662 | 0.309150 | 0.134660 | 134.470 | 2.7144 | 0.39104 | 0.180820 | 1.4771 | 658.7000 | 0.38385 | 0.128510 | 0.167020 | 0.072354 | 0.128510 | 119.96 | 73.126 | 0.88223 | 0.77736 | 52.568 | 0.151530 | 0.107690 | 1.1669 | 0.46185 | 0.36840 | 0.83251 | 0.8337 | 90533.0 | 0.108990 | 0.41557 | 0.89101 | 0.001422 | 7.7928 | 4.9914 | 119.810 | 3.0465 | 3.0560 | b'0' |
| 1 | -0.127430 | 0.46243 | 0.26917 | 1.7517 | 7.597 | 0.000925 | -0.127430 | 1.16250 | 1.2944 | 0.53757 | -0.123210 | -0.35587 | -0.069684 | -0.127430 | -1871.30 | -0.19506 | 2.1625 | -0.127430 | -0.098443 | 67.186 | 0.65665 | -0.080134 | -0.098443 | NaN | 0.089142 | -0.19506 | -18.99600 | 0.72207 | 3.9891 | 0.347020 | -0.095184 | 92.684 | 3.9381 | 3.04930 | -0.115680 | 1.2944 | 4.8106 | 0.61842 | -0.089372 | 0.042359 | -0.359250 | -0.061907 | 172.59 | 105.400 | -0.53481 | 1.08630 | 61.674 | -0.117360 | -0.090667 | 1.3564 | 0.35807 | 0.25393 | 1.44210 | 1.6590 | 2624.9 | -0.089372 | -0.23704 | 1.06250 | 0.150410 | 5.4327 | 3.4629 | 100.970 | 3.6150 | 3.4725 | b'0' |
| 2 | 0.070488 | 0.23570 | 0.52781 | 3.2393 | 125.680 | 0.163670 | 0.086895 | 2.87180 | 1.0574 | 0.67689 | 0.086895 | 0.36866 | 0.104840 | 0.086895 | 725.64 | 0.50300 | 4.2426 | 0.086895 | 0.076840 | 51.358 | 0.99173 | 0.076618 | 0.062331 | 0.20835 | 0.676890 | 0.43339 | 0.71641 | 2.23180 | 4.6697 | -0.024608 | 0.076840 | 80.443 | 4.5374 | 0.32506 | 0.076618 | 1.2007 | NaN | 0.67689 | 0.067752 | 1.145100 | 0.071564 | 0.067752 | 159.32 | 107.960 | 0.44299 | 2.56420 | 54.306 | 0.044954 | 0.039752 | 3.2393 | 0.23570 | 0.22039 | 2.86220 | 2.8622 | 24672.0 | 0.054286 | 0.10413 | 0.94571 | 0.000000 | 7.1070 | 3.3808 | 76.076 | 4.7978 | 4.7818 | b'0' |
| 3 | 0.136760 | 0.40538 | 0.31543 | 1.8705 | 19.115 | 0.504970 | 0.136760 | 1.45390 | 1.1144 | 0.58938 | 0.136760 | 0.37742 | 0.106900 | 0.136760 | 924.13 | 0.39496 | 2.4668 | 0.136760 | 0.091304 | 59.462 | 1.33550 | 0.144820 | 0.091304 | 0.50497 | 0.589380 | 0.39496 | 1.07750 | 0.97894 | 4.3239 | 0.218650 | 0.091304 | 98.398 | 3.7094 | 0.35724 | 0.144820 | 1.5064 | 10.0790 | 0.63242 | 0.096688 | 0.218530 | 0.079248 | 0.096688 | 145.87 | 86.408 | 0.56046 | 1.19710 | 66.263 | 0.121460 | 0.081094 | 1.6719 | 0.36235 | 0.26958 | 1.82910 | 1.9627 | 6649.9 | 0.102630 | 0.23203 | 0.89737 | 0.073024 | 6.1384 | 4.2241 | 88.299 | 4.1337 | 4.6484 | b'0' |
| 4 | -0.110080 | 0.69793 | 0.18878 | 1.2713 | -15.344 | 0.000000 | -0.110080 | 0.43282 | 1.7350 | 0.30207 | -0.103100 | -0.15820 | 0.088289 | -0.110080 | 1663.00 | 0.21948 | 1.4328 | -0.110080 | -0.063446 | 19.414 | 1.03080 | 0.000000 | -0.063446 | NaN | 0.230240 | 0.21948 | 0.00000 | 1.63600 | 3.8426 | 0.376720 | -0.133340 | 261.350 | 1.3966 | 1.39240 | 0.050620 | 1.7350 | NaN | 0.30207 | 0.029176 | 0.245800 | 0.088371 | 0.000000 | 150.12 | 130.710 | -1.19280 | 1.13870 | 34.660 | -0.263260 | -0.151730 | 1.2675 | 0.69583 | 0.71602 | 2.61780 | 2.6178 | 1314.0 | 0.439880 | -0.36440 | 0.57153 | 0.000000 | 18.8010 | 2.7925 | 146.390 | 2.4934 | 15.0360 | b'0' |
--------------------------------------------------- For Year 5
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.088238 | 0.55472 | 0.01134 | 1.0205 | -66.5200 | 0.342040 | 0.109490 | 0.57752 | 1.0881 | 0.32036 | 0.109490 | 0.197600 | 0.096885 | 0.109490 | 1475.20 | 0.247420 | 1.8027 | 0.109490 | 0.077287 | 50.199 | 1.15740 | 0.135230 | 0.062287 | 0.41949 | 0.320360 | 0.209120 | 1.03870 | 0.026093 | 6.1267 | 0.377880 | 0.077287 | 155.330 | 2.3498 | 0.24377 | 0.135230 | 1.4493 | 571.3700 | 0.32101 | 0.095457 | 0.128790 | 0.111890 | 0.095457 | 127.30 | 77.096 | 0.452890 | 0.66883 | 54.621 | 0.107460 | 0.075859 | 1.01930 | 0.55407 | 0.42557 | 0.73717 | 0.73866 | 15182.0000 | 0.080955 | 0.275430 | 0.91905 | 0.002024 | 7.2711 | 4.7343 | 142.760 | 2.5568 | 3.2597 | b'0' |
| 1 | -0.006202 | 0.48465 | 0.23298 | 1.5998 | 6.1825 | 0.000000 | -0.006202 | 1.06340 | 1.2757 | 0.51535 | 0.001329 | -0.015967 | 0.037544 | -0.006202 | 3693.40 | 0.098825 | 2.0634 | -0.006202 | -0.004862 | 59.923 | 1.01580 | 0.001289 | -0.004862 | NaN | 0.080285 | 0.098825 | 0.17118 | 0.615450 | 4.0022 | 0.363810 | 0.000778 | 108.050 | 3.3779 | 2.70750 | -0.036475 | 1.2757 | 5.2519 | 0.59380 | -0.028591 | 0.057810 | 0.291670 | 0.001011 | 171.38 | 111.450 | -0.029614 | 1.06060 | 58.258 | -0.052809 | -0.041395 | 1.28230 | 0.38846 | 0.29604 | 1.36140 | 1.56860 | 2341.8000 | -0.028591 | -0.012035 | 1.00470 | 0.152220 | 6.0911 | 3.2749 | 111.140 | 3.2841 | 3.3700 | b'0' |
| 2 | 0.130240 | 0.22142 | 0.57751 | 3.6082 | 120.0400 | 0.187640 | 0.162120 | 3.05900 | 1.1415 | 0.67731 | 0.162120 | 0.732180 | 0.165680 | 0.162120 | 431.75 | 0.845390 | 4.5164 | 0.162120 | 0.143490 | 41.508 | 1.23620 | 0.145860 | 0.115280 | 0.23566 | 0.677310 | 0.701430 | 1.47370 | 2.872100 | 4.7622 | 0.050069 | 0.143490 | 81.653 | 4.4701 | 0.65878 | 0.145860 | 1.1698 | NaN | 0.67731 | 0.129100 | 1.319600 | 0.042587 | 0.129100 | 163.71 | 122.200 | 1.013700 | 3.02800 | 47.382 | 0.120800 | 0.106920 | 3.60820 | 0.22142 | 0.22371 | 3.36840 | 3.36840 | 33401.0000 | 0.123960 | 0.192290 | 0.87604 | 0.000000 | 8.7934 | 2.9870 | 71.531 | 5.1027 | 5.6188 | b'0' |
| 3 | -0.089951 | 0.88700 | 0.26927 | 1.5222 | -55.9920 | -0.073957 | -0.089951 | 0.12740 | 1.2754 | 0.11300 | -0.080792 | -0.174450 | 0.084038 | -0.089951 | 3020.50 | 0.120840 | 1.1274 | -0.089951 | -0.070525 | 47.698 | 1.09420 | 0.000000 | -0.070525 | NaN | 0.064737 | 0.120840 | 0.00000 | 1.251900 | 4.0153 | 0.657790 | -0.138650 | 253.910 | 1.4375 | 0.83567 | 0.014027 | 1.2754 | 1.9005 | 0.43830 | 0.010998 | 0.456220 | 0.149980 | 0.000000 | 157.30 | 109.600 | -0.539690 | 1.19900 | 82.073 | -0.197140 | -0.154560 | 0.88491 | 0.51564 | 0.69565 | 0.52538 | 2.03780 | 2789.6000 | 0.418840 | -0.796020 | 0.59074 | 2.878700 | 7.6524 | 3.3302 | 147.560 | 2.4735 | 5.9299 | b'0' |
| 4 | 0.048179 | 0.55041 | 0.10765 | 1.2437 | -22.9590 | 0.000000 | 0.059280 | 0.81682 | 1.5150 | 0.44959 | 0.091990 | 0.134190 | 0.055575 | 0.059280 | 2386.10 | 0.152970 | 1.8168 | 0.059280 | 0.039129 | 36.074 | 0.99455 | 0.067616 | 0.031802 | 0.00000 | 0.429200 | 0.132800 | 2.06710 | 0.238910 | 5.8823 | 0.363310 | 0.039129 | 140.120 | 2.6583 | 2.13360 | 0.364200 | 1.5150 | 6.3783 | 0.51225 | 0.240400 | 0.067283 | 0.198280 | 0.044632 | 125.21 | 89.134 | 0.321770 | 0.90475 | 46.538 | 0.042701 | 0.028186 | 0.99819 | 0.44176 | 0.37618 | 0.99779 | 1.13690 | 1.2437 | 0.240400 | 0.107160 | 0.77048 | 0.139380 | 10.1180 | 4.0950 | 106.430 | 3.4294 | 3.3622 | b'0' |
---------------------------------------------------
df_list = [year1,year2,year3,year4,year5]
for i in range(5):
print("For Year "+str(i+1))
print(df_list[i]['class'].unique())
print("---------------------------")
For Year 1 [b'0' b'1'] --------------------------- For Year 2 [b'0' b'1'] --------------------------- For Year 3 [b'0' b'1'] --------------------------- For Year 4 [b'0' b'1'] --------------------------- For Year 5 [b'0' b'1'] ---------------------------
df_list = [year1,year2,year3,year4,year5]
for df in df_list:
le = LabelEncoder()
df['class'] = le.fit_transform(df['class'])
df_list = [year1,year2,year3,year4,year5]
for i in range(5):
print("For Year "+str(i+1))
print(df_list[i]['class'].unique())
print("---------------------------")
For Year 1 [0 1] --------------------------- For Year 2 [0 1] --------------------------- For Year 3 [0 1] --------------------------- For Year 4 [0 1] --------------------------- For Year 5 [0 1] ---------------------------
df_list = [year1,year2,year3,year4,year5]
for df in df_list:
print(df.shape)
print("----------------")
(7027, 65) ---------------- (10173, 65) ---------------- (10503, 65) ---------------- (9792, 65) ---------------- (5910, 65) ----------------
df_list = [year1,year2,year3,year4,year5]
for i in range(5):
print("For Year "+str(i+1))
print("\n")
print(df_list[i].isna().sum())
print("-----------------------------------\n")
For Year 1 Attr1 3 Attr2 3 Attr3 3 Attr4 30 Attr5 8 Attr6 3 Attr7 3 Attr8 25 Attr9 1 Attr10 3 Attr11 39 Attr12 30 Attr13 0 Attr14 3 Attr15 2 Attr16 25 Attr17 25 Attr18 3 Attr19 0 Attr20 0 Attr21 1622 Attr22 3 Attr23 0 Attr24 124 Attr25 3 Attr26 25 Attr27 311 Attr28 34 Attr29 3 Attr30 0 Attr31 0 Attr32 38 Attr33 30 Attr34 25 Attr35 3 Attr36 3 Attr37 2740 Attr38 3 Attr39 0 Attr40 30 Attr41 84 Attr42 0 Attr43 0 Attr44 0 Attr45 134 Attr46 31 Attr47 29 Attr48 3 Attr49 0 Attr50 25 Attr51 3 Attr52 29 Attr53 34 Attr54 34 Attr55 0 Attr56 0 Attr57 1 Attr58 0 Attr59 1 Attr60 135 Attr61 22 Attr62 0 Attr63 30 Attr64 34 class 0 dtype: int64 ----------------------------------- For Year 2 Attr1 1 Attr2 1 Attr3 1 Attr4 22 Attr5 24 Attr6 1 Attr7 1 Attr8 18 Attr9 4 Attr10 1 Attr11 1 Attr12 22 Attr13 63 Attr14 1 Attr15 12 Attr16 19 Attr17 18 Attr18 1 Attr19 64 Attr20 63 Attr21 3164 Attr22 1 Attr23 63 Attr24 225 Attr25 1 Attr26 19 Attr27 706 Attr28 212 Attr29 1 Attr30 63 Attr31 63 Attr32 87 Attr33 22 Attr34 18 Attr35 1 Attr36 1 Attr37 4518 Attr38 1 Attr39 63 Attr40 22 Attr41 197 Attr42 63 Attr43 63 Attr44 63 Attr45 541 Attr46 22 Attr47 74 Attr48 2 Attr49 63 Attr50 18 Attr51 1 Attr52 74 Attr53 212 Attr54 212 Attr55 1 Attr56 63 Attr57 2 Attr58 39 Attr59 2 Attr60 543 Attr61 16 Attr62 63 Attr63 22 Attr64 212 class 0 dtype: int64 ----------------------------------- For Year 3 Attr1 0 Attr2 0 Attr3 0 Attr4 18 Attr5 25 Attr6 0 Attr7 0 Attr8 14 Attr9 3 Attr10 0 Attr11 0 Attr12 18 Attr13 43 Attr14 0 Attr15 8 Attr16 14 Attr17 14 Attr18 0 Attr19 43 Attr20 43 Attr21 807 Attr22 0 Attr23 43 Attr24 227 Attr25 0 Attr26 14 Attr27 715 Attr28 228 Attr29 0 Attr30 43 Attr31 43 Attr32 101 Attr33 18 Attr34 14 Attr35 0 Attr36 0 Attr37 4736 Attr38 0 Attr39 43 Attr40 18 Attr41 202 Attr42 43 Attr43 43 Attr44 43 Attr45 591 Attr46 18 Attr47 86 Attr48 0 Attr49 43 Attr50 14 Attr51 0 Attr52 86 Attr53 228 Attr54 228 Attr55 0 Attr56 43 Attr57 0 Attr58 29 Attr59 0 Attr60 592 Attr61 17 Attr62 43 Attr63 18 Attr64 228 class 0 dtype: int64 ----------------------------------- For Year 4 Attr1 1 Attr2 1 Attr3 1 Attr4 43 Attr5 21 Attr6 1 Attr7 1 Attr8 19 Attr9 0 Attr10 1 Attr11 1 Attr12 43 Attr13 21 Attr14 1 Attr15 8 Attr16 19 Attr17 19 Attr18 1 Attr19 21 Attr20 21 Attr21 158 Attr22 1 Attr23 21 Attr24 211 Attr25 1 Attr26 19 Attr27 641 Attr28 231 Attr29 1 Attr30 21 Attr31 21 Attr32 96 Attr33 43 Attr34 19 Attr35 1 Attr36 1 Attr37 4442 Attr38 1 Attr39 21 Attr40 43 Attr41 187 Attr42 21 Attr43 21 Attr44 21 Attr45 613 Attr46 43 Attr47 73 Attr48 1 Attr49 21 Attr50 19 Attr51 1 Attr52 76 Attr53 231 Attr54 231 Attr55 0 Attr56 21 Attr57 1 Attr58 16 Attr59 1 Attr60 614 Attr61 32 Attr62 21 Attr63 43 Attr64 231 class 0 dtype: int64 ----------------------------------- For Year 5 Attr1 3 Attr2 3 Attr3 3 Attr4 21 Attr5 11 Attr6 3 Attr7 3 Attr8 18 Attr9 1 Attr10 3 Attr11 3 Attr12 21 Attr13 0 Attr14 3 Attr15 6 Attr16 18 Attr17 18 Attr18 3 Attr19 0 Attr20 0 Attr21 103 Attr22 3 Attr23 0 Attr24 135 Attr25 3 Attr26 18 Attr27 391 Attr28 107 Attr29 3 Attr30 0 Attr31 0 Attr32 46 Attr33 21 Attr34 18 Attr35 3 Attr36 3 Attr37 2548 Attr38 3 Attr39 0 Attr40 21 Attr41 84 Attr42 0 Attr43 0 Attr44 0 Attr45 268 Attr46 21 Attr47 35 Attr48 3 Attr49 0 Attr50 18 Attr51 3 Attr52 36 Attr53 107 Attr54 107 Attr55 0 Attr56 0 Attr57 3 Attr58 0 Attr59 3 Attr60 268 Attr61 15 Attr62 0 Attr63 21 Attr64 107 class 0 dtype: int64 -----------------------------------
i1 = KNNImputer(n_neighbors = 3)
df1 = pd.DataFrame(i1.fit_transform(year1),columns = year1.columns)
i2 = KNNImputer(n_neighbors = 3)
df2 = pd.DataFrame(i2.fit_transform(year2),columns = year2.columns)
i3 = KNNImputer(n_neighbors = 3)
df3 = pd.DataFrame(i3.fit_transform(year3),columns = year3.columns)
i4 = KNNImputer(n_neighbors = 3)
df4 = pd.DataFrame(i4.fit_transform(year4),columns = year4.columns)
i5 = KNNImputer(n_neighbors = 3)
df5 = pd.DataFrame(i5.fit_transform(year5),columns = year5.columns)
df_list = [df1,df2,df3,df4,df5]
for i in range(5):
print("For Year "+str(i+1))
print("\n")
print(df_list[i].isna().sum())
print("-----------------------------------\n")
For Year 1 Attr1 0 Attr2 0 Attr3 0 Attr4 0 Attr5 0 Attr6 0 Attr7 0 Attr8 0 Attr9 0 Attr10 0 Attr11 0 Attr12 0 Attr13 0 Attr14 0 Attr15 0 Attr16 0 Attr17 0 Attr18 0 Attr19 0 Attr20 0 Attr21 0 Attr22 0 Attr23 0 Attr24 0 Attr25 0 Attr26 0 Attr27 0 Attr28 0 Attr29 0 Attr30 0 Attr31 0 Attr32 0 Attr33 0 Attr34 0 Attr35 0 Attr36 0 Attr37 0 Attr38 0 Attr39 0 Attr40 0 Attr41 0 Attr42 0 Attr43 0 Attr44 0 Attr45 0 Attr46 0 Attr47 0 Attr48 0 Attr49 0 Attr50 0 Attr51 0 Attr52 0 Attr53 0 Attr54 0 Attr55 0 Attr56 0 Attr57 0 Attr58 0 Attr59 0 Attr60 0 Attr61 0 Attr62 0 Attr63 0 Attr64 0 class 0 dtype: int64 ----------------------------------- For Year 2 Attr1 0 Attr2 0 Attr3 0 Attr4 0 Attr5 0 Attr6 0 Attr7 0 Attr8 0 Attr9 0 Attr10 0 Attr11 0 Attr12 0 Attr13 0 Attr14 0 Attr15 0 Attr16 0 Attr17 0 Attr18 0 Attr19 0 Attr20 0 Attr21 0 Attr22 0 Attr23 0 Attr24 0 Attr25 0 Attr26 0 Attr27 0 Attr28 0 Attr29 0 Attr30 0 Attr31 0 Attr32 0 Attr33 0 Attr34 0 Attr35 0 Attr36 0 Attr37 0 Attr38 0 Attr39 0 Attr40 0 Attr41 0 Attr42 0 Attr43 0 Attr44 0 Attr45 0 Attr46 0 Attr47 0 Attr48 0 Attr49 0 Attr50 0 Attr51 0 Attr52 0 Attr53 0 Attr54 0 Attr55 0 Attr56 0 Attr57 0 Attr58 0 Attr59 0 Attr60 0 Attr61 0 Attr62 0 Attr63 0 Attr64 0 class 0 dtype: int64 ----------------------------------- For Year 3 Attr1 0 Attr2 0 Attr3 0 Attr4 0 Attr5 0 Attr6 0 Attr7 0 Attr8 0 Attr9 0 Attr10 0 Attr11 0 Attr12 0 Attr13 0 Attr14 0 Attr15 0 Attr16 0 Attr17 0 Attr18 0 Attr19 0 Attr20 0 Attr21 0 Attr22 0 Attr23 0 Attr24 0 Attr25 0 Attr26 0 Attr27 0 Attr28 0 Attr29 0 Attr30 0 Attr31 0 Attr32 0 Attr33 0 Attr34 0 Attr35 0 Attr36 0 Attr37 0 Attr38 0 Attr39 0 Attr40 0 Attr41 0 Attr42 0 Attr43 0 Attr44 0 Attr45 0 Attr46 0 Attr47 0 Attr48 0 Attr49 0 Attr50 0 Attr51 0 Attr52 0 Attr53 0 Attr54 0 Attr55 0 Attr56 0 Attr57 0 Attr58 0 Attr59 0 Attr60 0 Attr61 0 Attr62 0 Attr63 0 Attr64 0 class 0 dtype: int64 ----------------------------------- For Year 4 Attr1 0 Attr2 0 Attr3 0 Attr4 0 Attr5 0 Attr6 0 Attr7 0 Attr8 0 Attr9 0 Attr10 0 Attr11 0 Attr12 0 Attr13 0 Attr14 0 Attr15 0 Attr16 0 Attr17 0 Attr18 0 Attr19 0 Attr20 0 Attr21 0 Attr22 0 Attr23 0 Attr24 0 Attr25 0 Attr26 0 Attr27 0 Attr28 0 Attr29 0 Attr30 0 Attr31 0 Attr32 0 Attr33 0 Attr34 0 Attr35 0 Attr36 0 Attr37 0 Attr38 0 Attr39 0 Attr40 0 Attr41 0 Attr42 0 Attr43 0 Attr44 0 Attr45 0 Attr46 0 Attr47 0 Attr48 0 Attr49 0 Attr50 0 Attr51 0 Attr52 0 Attr53 0 Attr54 0 Attr55 0 Attr56 0 Attr57 0 Attr58 0 Attr59 0 Attr60 0 Attr61 0 Attr62 0 Attr63 0 Attr64 0 class 0 dtype: int64 ----------------------------------- For Year 5 Attr1 0 Attr2 0 Attr3 0 Attr4 0 Attr5 0 Attr6 0 Attr7 0 Attr8 0 Attr9 0 Attr10 0 Attr11 0 Attr12 0 Attr13 0 Attr14 0 Attr15 0 Attr16 0 Attr17 0 Attr18 0 Attr19 0 Attr20 0 Attr21 0 Attr22 0 Attr23 0 Attr24 0 Attr25 0 Attr26 0 Attr27 0 Attr28 0 Attr29 0 Attr30 0 Attr31 0 Attr32 0 Attr33 0 Attr34 0 Attr35 0 Attr36 0 Attr37 0 Attr38 0 Attr39 0 Attr40 0 Attr41 0 Attr42 0 Attr43 0 Attr44 0 Attr45 0 Attr46 0 Attr47 0 Attr48 0 Attr49 0 Attr50 0 Attr51 0 Attr52 0 Attr53 0 Attr54 0 Attr55 0 Attr56 0 Attr57 0 Attr58 0 Attr59 0 Attr60 0 Attr61 0 Attr62 0 Attr63 0 Attr64 0 class 0 dtype: int64 -----------------------------------
df_list = [df1,df2,df3,df4,df5]
for i in range(5):
print("For df"+str(i+1))
display(df_list[i].describe())
print(df_list[i].shape)
print("--------------------------------------------------------------")
For df1
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7.027000e+03 | 7.027000e+03 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7027.000000 | 7.027000e+03 | 7.027000e+03 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7.027000e+03 | 7027.000000 | 7027.000000 | 7027.000000 |
| mean | 0.034702 | 0.560143 | 0.119984 | 2.858589 | -2.634531e+02 | 0.059724 | 0.313804 | 2.840149 | 5.552402 | 1.825311 | 0.352565 | 0.810853 | 2.093345 | 0.313804 | 1.802823e+03 | 0.880870 | 3.967678 | 0.313804 | 0.462392 | 1.162128e+03 | 16.568542 | 0.288099 | 0.423610 | 0.535647 | 1.264121 | 0.841227 | 1.402877e+03 | 2.699944 | 4.194733 | 23.568949 | 0.473717 | 244.395189 | 7.609975 | 4.097935 | 0.306804 | 5.899189 | 182.864171 | 1.911370 | 0.269342 | 0.981715 | 0.602463 | 0.263638 | 4.588504e+03 | 3.426404e+03 | -29.226782 | 2.011187 | 89.005497 | 0.148639 | -1.367363 | 2.255211 | 0.467610 | 0.603288 | 99.855197 | 100.772363 | 8.855693e+03 | -1.577367e+02 | 0.193245 | 1.587409e+02 | 0.277790 | 4.280037e+02 | 15.629620 | 4.763202e+03 | 8.602747 | 212.268622 | 0.038566 |
| std | 4.564530 | 5.348943 | 5.274334 | 13.967599 | 3.705350e+04 | 6.049821 | 8.351491 | 19.174494 | 101.988197 | 33.829237 | 8.634736 | 5.309450 | 159.699448 | 8.351491 | 8.391038e+04 | 5.589379 | 19.957942 | 8.351491 | 30.646874 | 9.315822e+04 | 455.988265 | 8.335413 | 29.742101 | 13.381478 | 28.970780 | 7.770583 | 3.541817e+04 | 27.371023 | 0.677720 | 1826.847970 | 30.647711 | 4857.362008 | 19.321783 | 18.509343 | 7.563541 | 101.973850 | 5509.359359 | 33.828570 | 27.064231 | 12.932990 | 13.752533 | 27.071123 | 3.627309e+05 | 2.696211e+05 | 3059.369005 | 13.218663 | 1140.039523 | 7.791893 | 107.717867 | 6.675233 | 5.277821 | 8.627981 | 2781.818271 | 2796.005456 | 7.247527e+04 | 1.322125e+04 | 4.343737 | 1.322124e+04 | 6.338699 | 2.587606e+04 | 261.145185 | 3.107835e+05 | 21.992774 | 5141.363789 | 0.192571 |
| min | -256.890000 | -72.162000 | -440.500000 | 0.000000 | -2.722100e+06 | -397.890000 | -189.560000 | -141.410000 | 0.000005 | -440.550000 | -189.450000 | -23.207000 | -607.420000 | -189.560000 | -5.611900e+06 | -42.322000 | -0.412920 | -189.560000 | -622.060000 | 0.000000e+00 | -1325.000000 | -216.800000 | -634.590000 | -189.560000 | -459.560000 | -21.793000 | -1.479000e+04 | -490.090000 | 0.176090 | -149.070000 | -622.060000 | 0.000000 | 0.000000 | -280.260000 | -169.470000 | 0.000005 | -525.520000 | -440.550000 | -701.630000 | -101.270000 | -77.791000 | -701.630000 | 0.000000e+00 | 0.000000e+00 | -256230.000000 | -101.260000 | 0.000000 | -218.420000 | -9001.000000 | 0.000000 | 0.000000 | 0.000000 | -130.470000 | -122.030000 | -8.004700e+05 | -1.108300e+06 | -315.370000 | -4.194000e-03 | -327.970000 | 4.700000e-05 | 0.000016 | 0.000000e+00 | 0.000015 | 0.000010 | 0.000000 |
| 25% | 0.021208 | 0.296305 | 0.026946 | 1.063900 | -4.449800e+01 | 0.000000 | 0.028037 | 0.447340 | 1.037250 | 0.300900 | 0.037774 | 0.063436 | 0.038073 | 0.028037 | 3.436150e+02 | 0.123100 | 1.469450 | 0.028037 | 0.014812 | 1.708300e+01 | 1.036500 | 0.020368 | 0.011253 | 0.049799 | 0.195300 | 0.110560 | 2.361750e-01 | 0.051166 | 3.720850 | 0.094681 | 0.019233 | 48.292000 | 3.055250 | 0.248275 | 0.023115 | 1.265000 | 1.954245 | 0.419445 | 0.012786 | 0.052500 | 0.034933 | 0.011540 | 6.525600e+01 | 3.387300e+01 | 0.102055 | 0.611255 | 18.319500 | -0.016986 | -0.009992 | 0.806565 | 0.216120 | 0.132120 | 0.715670 | 0.973340 | 9.712000e+01 | 2.031450e-02 | 0.056814 | 8.647650e-01 | 0.000000 | 5.967550e+00 | 4.834250 | 4.322250e+01 | 3.432500 | 2.542300 | 0.000000 |
| 50% | 0.075803 | 0.482900 | 0.181200 | 1.504300 | -5.373900e+00 | 0.000000 | 0.090170 | 1.019300 | 1.206000 | 0.492270 | 0.101980 | 0.250310 | 0.080830 | 0.090170 | 9.260300e+02 | 0.312940 | 2.067200 | 0.090170 | 0.049966 | 3.561200e+01 | 1.146860 | 0.087133 | 0.042097 | 0.165690 | 0.398210 | 0.277430 | 1.301700e+00 | 0.446090 | 4.133500 | 0.207130 | 0.056637 | 76.165000 | 4.790300 | 1.735700 | 0.086126 | 1.810100 | 5.350300 | 0.591800 | 0.046948 | 0.158050 | 0.088864 | 0.047783 | 9.461200e+01 | 5.180000e+01 | 0.414180 | 0.966910 | 39.245000 | 0.042190 | 0.022759 | 1.190500 | 0.359550 | 0.208240 | 1.186400 | 1.363700 | 1.604800e+03 | 6.338200e-02 | 0.175820 | 9.388100e-01 | 0.028424 | 1.017700e+01 | 7.043500 | 6.850900e+01 | 5.326300 | 4.642200 | 0.000000 |
| 75% | 0.160275 | 0.680170 | 0.362585 | 2.472450 | 3.777050e+01 | 0.146660 | 0.188675 | 2.278450 | 2.133150 | 0.675770 | 0.201285 | 0.696130 | 0.144955 | 0.188675 | 2.166050e+03 | 0.744095 | 3.366100 | 0.188675 | 0.104500 | 6.070100e+01 | 1.286850 | 0.185180 | 0.088314 | 0.337815 | 0.604045 | 0.665320 | 6.656800e+00 | 1.296400 | 4.603200 | 0.365635 | 0.114970 | 119.325000 | 7.538100 | 4.187600 | 0.189700 | 2.604350 | 20.052467 | 0.743635 | 0.103375 | 0.523775 | 0.205660 | 0.102165 | 1.304150e+02 | 7.550250e+01 | 1.190700 | 1.665550 | 69.039500 | 0.142665 | 0.075464 | 1.973650 | 0.539000 | 0.326175 | 2.043300 | 2.178550 | 5.955900e+03 | 1.376950e-01 | 0.351895 | 9.820150e-01 | 0.273595 | 2.049550e+01 | 10.702500 | 1.063350e+02 | 8.410450 | 9.792750 | 0.000000 |
| max | 94.280000 | 441.500000 | 1.000000 | 1017.800000 | 9.909000e+05 | 303.670000 | 453.770000 | 1452.200000 | 3876.100000 | 1099.500000 | 453.780000 | 331.460000 | 13315.000000 | 453.770000 | 3.599100e+06 | 405.330000 | 1529.900000 | 453.770000 | 2156.800000 | 7.809200e+06 | 27900.000000 | 454.640000 | 2156.800000 | 831.660000 | 1353.300000 | 612.880000 | 2.040800e+06 | 1570.000000 | 9.386100 | 152860.000000 | 2156.800000 | 351630.000000 | 884.200000 | 884.200000 | 445.470000 | 3876.100000 | 398920.000000 | 1099.500000 | 2156.500000 | 1014.600000 | 813.140000 | 2156.800000 | 3.039300e+07 | 2.258400e+07 | 5986.800000 | 1017.800000 | 62233.000000 | 405.590000 | 31.639000 | 261.500000 | 441.500000 | 453.960000 | 180440.000000 | 180440.000000 | 4.398400e+06 | 1.000000e+00 | 126.670000 | 1.108300e+06 | 119.580000 | 2.137800e+06 | 21110.000000 | 2.501600e+07 | 1042.200000 | 294770.000000 | 1.000000 |
(7027, 65) -------------------------------------------------------------- For df2
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 1.017300e+04 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 1.017300e+04 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 1.017300e+04 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 1.017300e+04 | 1.017300e+04 | 10173.000000 | 10173.000000 | 1.017300e+04 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.00000 | 10173.000000 | 10173.000000 | 10173.000000 | 1.017300e+04 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 10173.000000 | 1.017300e+04 | 10173.000000 | 10173.000000 | 10173.000000 |
| mean | 0.043080 | 0.646911 | 0.070892 | 4.480836 | -144.897065 | -0.111553 | 0.122101 | 10.729253 | 2.866637 | 0.344373 | 0.158959 | 0.950064 | 0.975768 | 0.122109 | 6.474460e+02 | 1.310076 | 11.802770 | 0.128163 | 0.537829 | 72.485048 | 2.740930 | 0.147818 | 0.552750 | 0.238646 | 0.168083 | 1.079956 | 1.348780e+03 | 5.215667 | 3.930840 | 9.543069 | 0.551361 | 2.033138e+03 | 10.262906 | 7.267296 | 0.140553 | 3.111930 | 92.102685 | 0.441370 | -0.340315 | 2.233272 | 0.784363 | -0.300456 | 4.232270e+02 | 3.507429e+02 | 22.122334 | 3.615249 | 7.214369e+02 | 0.068597 | -0.377727 | 5.445337 | 0.52762 | 5.570864 | 22.549975 | 22.920621 | 6.086783e+03 | -1.703976 | -0.043517 | 12.778460 | 3.034142 | 367.493814 | 16.909767 | 9.240253e+02 | 11.216077 | 67.976605 | 0.039320 |
| std | 1.111974 | 6.615082 | 6.606171 | 56.493540 | 7802.988199 | 6.567765 | 6.532168 | 294.911782 | 96.655596 | 6.655517 | 6.814637 | 24.625212 | 100.387578 | 6.532168 | 5.089753e+04 | 26.671740 | 294.974008 | 6.560615 | 93.149564 | 1009.372169 | 83.985719 | 6.809212 | 92.986629 | 6.569483 | 7.007818 | 20.653971 | 4.450505e+04 | 128.564994 | 0.830779 | 634.345893 | 93.288939 | 1.722695e+05 | 218.723760 | 219.330393 | 6.253292 | 96.654541 | 1131.371050 | 6.653239 | 16.896866 | 54.309670 | 24.503883 | 16.487335 | 1.655661e+04 | 1.639603e+04 | 1167.464745 | 56.241321 | 6.036740e+04 | 6.254576 | 16.729438 | 191.439109 | 6.61111 | 471.956027 | 1003.032853 | 1005.026275 | 6.597947e+04 | 95.791913 | 12.250446 | 631.853169 | 238.162242 | 11983.919013 | 295.539764 | 4.358556e+04 | 233.666867 | 1678.822454 | 0.194364 |
| min | -75.331000 | 0.000000 | -479.960000 | 0.002079 | -438250.000000 | -508.410000 | -75.331000 | -1.594500 | -0.612590 | -479.910000 | -65.624000 | -455.590000 | -1317.600000 | -75.331000 | -2.132900e+06 | -214.670000 | 0.000000 | -75.331000 | -1325.600000 | 0.000000 | 0.000000 | -65.624000 | -1325.600000 | -75.331000 | -500.930000 | -214.670000 | -1.571600e+05 | -3829.900000 | -0.886060 | -380.550000 | -1325.600000 | -1.647800e+02 | -19.197000 | -309.000000 | -61.455000 | -0.000857 | -89.392000 | -479.910000 | -1395.800000 | -12.545000 | -1234.400000 | -1395.800000 | -4.853200e+04 | -4.853200e+04 | -2686.000000 | -8.242900 | -9.611000e+01 | -70.287000 | -1403.800000 | 0.002079 | 0.00000 | -0.451460 | -3828.900000 | -3828.900000 | -1.805200e+06 | -8534.600000 | -979.250000 | -4.549700 | -189.580000 | 0.000000 | -0.007521 | -9.921400e+02 | -0.367890 | -10677.000000 | 0.000000 |
| 25% | 0.000368 | 0.277650 | 0.012133 | 1.030100 | -50.174000 | 0.000000 | 0.001985 | 0.393950 | 1.026100 | 0.277510 | 0.013033 | 0.004599 | 0.018803 | 0.001985 | 1.663500e+02 | 0.061702 | 1.418100 | 0.001985 | 0.001211 | 13.656000 | 0.734567 | 0.000000 | 0.000287 | 0.019103 | 0.129020 | 0.055168 | 2.561800e-02 | 0.024802 | 3.412700 | 0.078326 | 0.003607 | 4.437800e+01 | 2.839800 | 0.377420 | 0.006339 | 1.159800 | 1.671467 | 0.406900 | 0.004187 | 0.054285 | 0.025396 | 0.000000 | 6.160100e+01 | 3.270984e+01 | 0.002315 | 0.580740 | 1.418700e+01 | -0.039447 | -0.025284 | 0.752040 | 0.19443 | 0.121220 | 0.657420 | 0.939650 | 5.720000e+00 | 0.010397 | 0.009951 | 0.871270 | 0.000000 | 5.727300 | 4.694300 | 4.005900e+01 | 3.100200 | 2.287100 | 0.000000 |
| 50% | 0.049523 | 0.487330 | 0.189730 | 1.526900 | -1.942100 | 0.000000 | 0.060060 | 1.007500 | 1.285000 | 0.490930 | 0.081601 | 0.168050 | 0.065997 | 0.060078 | 7.550200e+02 | 0.245040 | 2.052000 | 0.060078 | 0.034446 | 33.154000 | 0.952290 | 0.067639 | 0.028483 | 0.144260 | 0.356910 | 0.218620 | 1.151100e+00 | 0.456800 | 3.931600 | 0.211860 | 0.042000 | 7.726600e+01 | 4.700900 | 2.181200 | 0.065249 | 1.731400 | 4.919933 | 0.603870 | 0.037641 | 0.174160 | 0.083546 | 0.038862 | 9.434100e+01 | 5.186600e+01 | 0.282030 | 1.001900 | 3.601300e+01 | 0.022634 | 0.012912 | 1.193100 | 0.35158 | 0.211050 | 1.187000 | 1.368100 | 8.331200e+02 | 0.055404 | 0.126160 | 0.949430 | 0.004806 | 10.542000 | 6.984200 | 6.951900e+01 | 5.199600 | 4.535200 | 0.000000 |
| 75% | 0.141100 | 0.705030 | 0.400350 | 2.753500 | 51.333000 | 0.074718 | 0.165850 | 2.534300 | 2.256400 | 0.703270 | 0.186320 | 0.632730 | 0.132580 | 0.165850 | 2.130600e+03 | 0.716480 | 3.599500 | 0.165910 | 0.092443 | 61.792000 | 1.099400 | 0.165570 | 0.078799 | 0.346070 | 0.590450 | 0.640290 | 5.935500e+00 | 1.501300 | 4.455000 | 0.403150 | 0.103390 | 1.274600e+02 | 8.199600 | 4.963200 | 0.165720 | 2.573000 | 18.624000 | 0.768840 | 0.094307 | 0.654330 | 0.206170 | 0.096021 | 1.357000e+02 | 7.715400e+01 | 1.087500 | 1.884500 | 6.914400e+01 | 0.121940 | 0.068168 | 2.165100 | 0.54920 | 0.348140 | 2.220000 | 2.365700 | 4.021600e+03 | 0.135670 | 0.309130 | 0.993380 | 0.249210 | 23.151000 | 11.077000 | 1.164200e+02 | 9.019100 | 10.633000 | 0.000000 |
| max | 7.372700 | 480.960000 | 5.502200 | 4881.600000 | 70686.000000 | 35.551000 | 649.230000 | 18554.000000 | 9742.300000 | 74.434000 | 681.540000 | 1744.500000 | 9247.900000 | 649.230000 | 1.831700e+06 | 1744.500000 | 18555.000000 | 649.230000 | 9230.500000 | 70962.000000 | 6964.200000 | 681.540000 | 9230.500000 | 649.230000 | 48.669000 | 1744.500000 | 4.208800e+06 | 10033.000000 | 9.464800 | 62048.000000 | 9244.300000 | 1.736400e+07 | 21944.000000 | 21944.000000 | 626.920000 | 9742.300000 | 72701.000000 | 74.689000 | 21.386000 | 4849.300000 | 990.080000 | 71.633000 | 1.562300e+06 | 1.562300e+06 | 113820.000000 | 4881.600000 | 6.084200e+06 | 623.850000 | 21.386000 | 18542.000000 | 480.96000 | 47572.000000 | 86795.000000 | 87092.000000 | 3.657400e+06 | 20.200000 | 147.190000 | 59672.000000 | 23853.000000 | 639940.000000 | 26862.000000 | 4.144800e+06 | 23454.000000 | 127680.000000 | 1.000000 |
(10173, 65) -------------------------------------------------------------- For df3
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 | 10503.000000 | 1.050300e+04 | 10503.000000 | 1.050300e+04 | 10503.000000 | 10503.000000 | 10503.000000 |
| mean | 0.052844 | 0.619911 | 0.095490 | 11.715123 | -1.346149e+03 | -0.121159 | 0.065624 | 20.848160 | 1.819657 | 0.366093 | 0.086764 | 2.462062 | 0.374305 | 0.065634 | 3.000280e+03 | 2.778622 | 22.219233 | 0.070739 | -0.171115 | 68.414017 | 4.411314 | 0.075676 | -0.176751 | 0.212362 | 0.196153 | 2.619703 | 1.245057e+03 | 6.229246 | 3.921179 | 0.461482 | -0.177232 | 2.113030e+03 | 8.535489 | 5.407737 | 0.071075 | 1.981250 | 113.833952 | 0.465510 | -0.076385 | 2.506447 | 28.173594 | -0.141861 | 197.097201 | 128.682697 | 23.069146 | 10.709801 | 7.199772e+02 | 0.004834 | -0.218043 | 10.397216 | 0.497135 | 13.148851 | 5.869744 | 6.845789 | 6.638549e+03 | -0.527602 | -0.014817 | 3.883865 | 1.429319 | 7.997016e+02 | 14.102608 | 1.369304e+02 | 9.163375 | 36.451378 | 0.047129 |
| std | 0.647797 | 6.427041 | 6.420056 | 551.331422 | 1.184395e+05 | 6.970625 | 0.651152 | 737.989682 | 7.580827 | 6.428603 | 0.655407 | 111.486828 | 49.573774 | 0.651151 | 1.091569e+05 | 110.283305 | 741.928999 | 0.835328 | 11.187302 | 1081.490808 | 293.921738 | 0.581734 | 11.126491 | 2.071936 | 6.742161 | 108.833353 | 3.393139e+04 | 94.404183 | 0.840528 | 71.608415 | 11.134204 | 8.126102e+04 | 38.297602 | 69.349776 | 0.572124 | 2.630705 | 2089.473227 | 6.425362 | 8.062845 | 38.994421 | 2817.796590 | 10.765518 | 3298.101113 | 2762.599255 | 1735.289508 | 551.212789 | 3.283101e+04 | 0.629770 | 11.886609 | 550.318688 | 6.420885 | 854.759827 | 89.498089 | 93.223513 | 5.989196e+04 | 55.863918 | 18.684047 | 189.977582 | 77.273270 | 3.984527e+04 | 84.326190 | 2.593798e+04 | 31.694089 | 426.856363 | 0.211926 |
| min | -17.692000 | 0.000000 | -479.730000 | 0.002080 | -1.190300e+07 | -508.120000 | -17.692000 | -2.081800 | -1.215700 | -479.730000 | -17.692000 | -1543.800000 | -631.710000 | -17.692000 | -2.321800e+06 | -204.300000 | -0.043411 | -17.692000 | -771.650000 | -0.001439 | -1.107500 | -17.692000 | -771.650000 | -60.742000 | -500.750000 | -204.300000 | -1.901300e+05 | -690.400000 | -0.358530 | -6351.700000 | -771.390000 | -9.295600e+03 | -1.921900 | -1696.000000 | -17.073000 | -0.000084 | -2.200900 | -479.730000 | -551.110000 | -7.081900 | -667.730000 | -765.800000 | -25113.000000 | -25113.000000 | -74385.000000 | -6.469200 | -1.730300e+01 | -17.692000 | -905.750000 | 0.002080 | 0.000000 | -25.467000 | -869.040000 | -706.490000 | -7.513800e+05 | -5691.700000 | -1667.300000 | -198.690000 | -172.070000 | 0.000000e+00 | -6.590300 | -2.336500e+06 | -0.000156 | -0.000102 | 0.000000 |
| 25% | 0.000686 | 0.253955 | 0.017461 | 1.040750 | -5.204650e+01 | 0.000000 | 0.002118 | 0.431770 | 1.011200 | 0.297340 | 0.009809 | 0.006115 | 0.020437 | 0.002131 | 1.856150e+02 | 0.060196 | 1.450050 | 0.002131 | 0.001541 | 14.247000 | 0.800665 | 0.000000 | 0.000475 | 0.015297 | 0.135695 | 0.054587 | 0.000000e+00 | 0.029289 | 3.393200 | 0.073321 | 0.003841 | 4.471900e+01 | 2.784700 | 0.366370 | 0.001730 | 1.043500 | 1.592183 | 0.426810 | 0.001483 | 0.053836 | 0.021876 | 0.000000 | 65.626500 | 34.217000 | 0.003891 | 0.603425 | 1.502100e+01 | -0.048988 | -0.036457 | 0.749810 | 0.177200 | 0.122370 | 0.668710 | 0.951525 | 1.462100e+01 | 0.005132 | 0.006796 | 0.875270 | 0.000000 | 5.660650e+00 | 4.486350 | 4.068750e+01 | 3.062300 | 2.046000 | 0.000000 |
| 50% | 0.043034 | 0.464140 | 0.198560 | 1.606900 | 1.603100e+00 | 0.000000 | 0.050945 | 1.112600 | 1.199000 | 0.515500 | 0.068104 | 0.155790 | 0.066283 | 0.050953 | 8.055600e+02 | 0.235110 | 2.154400 | 0.050953 | 0.031838 | 34.429000 | 0.954180 | 0.054633 | 0.026981 | 0.158720 | 0.377690 | 0.213070 | 1.091000e+00 | 0.467590 | 3.932100 | 0.216220 | 0.039603 | 7.753900e+01 | 4.680900 | 2.051600 | 0.053054 | 1.586900 | 4.761283 | 0.628750 | 0.033992 | 0.196770 | 0.079304 | 0.034760 | 99.226000 | 54.437000 | 0.272350 | 1.061200 | 3.714300e+01 | 0.009653 | 0.005946 | 1.232000 | 0.326570 | 0.211890 | 1.210300 | 1.383400 | 8.822900e+02 | 0.051826 | 0.106880 | 0.953020 | 0.002976 | 1.035700e+01 | 6.679000 | 7.062600e+01 | 5.139600 | 4.122300 | 0.000000 |
| 75% | 0.123805 | 0.689330 | 0.419545 | 2.961650 | 5.606300e+01 | 0.072584 | 0.142275 | 2.865700 | 2.059100 | 0.725635 | 0.161090 | 0.570720 | 0.133570 | 0.142275 | 2.188350e+03 | 0.643040 | 3.935450 | 0.142285 | 0.087584 | 63.725000 | 1.101600 | 0.145890 | 0.075938 | 0.376850 | 0.614100 | 0.588845 | 5.315650e+00 | 1.600900 | 4.449950 | 0.426480 | 0.099067 | 1.296850e+02 | 8.085000 | 4.776050 | 0.145730 | 2.380750 | 18.046300 | 0.788415 | 0.091106 | 0.746315 | 0.197770 | 0.091313 | 141.680000 | 81.007000 | 1.012200 | 2.046450 | 7.013300e+01 | 0.100710 | 0.059593 | 2.309650 | 0.525190 | 0.354290 | 2.311100 | 2.477900 | 4.348900e+03 | 0.130300 | 0.271310 | 0.995970 | 0.240320 | 2.304200e+01 | 10.605000 | 1.182800e+02 | 8.897800 | 9.927550 | 0.000000 |
| max | 52.652000 | 480.730000 | 17.708000 | 53433.000000 | 6.854400e+05 | 45.533000 | 52.652000 | 53432.000000 | 740.440000 | 11.837000 | 52.652000 | 8259.400000 | 4972.000000 | 52.652000 | 1.023600e+07 | 8259.400000 | 53433.000000 | 53.689000 | 123.940000 | 91600.000000 | 29907.000000 | 47.597000 | 123.940000 | 179.920000 | 8.834500 | 8262.300000 | 2.723000e+06 | 6233.300000 | 9.619900 | 2940.500000 | 60.430000 | 6.674200e+06 | 2787.900000 | 6348.500000 | 47.597000 | 169.500000 | 136090.000000 | 13.656000 | 293.150000 | 2883.000000 | 288770.000000 | 165.950000 | 254030.000000 | 254030.000000 | 113280.000000 | 53433.000000 | 2.591100e+06 | 47.597000 | 178.890000 | 53433.000000 | 480.730000 | 84827.000000 | 6234.300000 | 6234.300000 | 3.380500e+06 | 293.150000 | 552.640000 | 18118.000000 | 7617.300000 | 3.660200e+06 | 4470.400000 | 1.073500e+06 | 1974.500000 | 21499.000000 | 1.000000 |
(10503, 65) -------------------------------------------------------------- For df4
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9.792000e+03 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9.792000e+03 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9.792000e+03 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9.792000e+03 | 9.792000e+03 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9.792000e+03 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9792.000000 | 9.792000e+03 | 9792.000000 | 9792.000000 | 9792.000000 |
| mean | 0.043017 | 0.596361 | 0.131759 | 10.784688 | 6.464803e+01 | -0.059267 | 0.059442 | 30.607448 | 1.882296 | 0.389428 | 0.075413 | -0.152779 | 0.371294 | 0.059456 | 3.016638e+03 | 0.256037 | 31.703435 | 0.064576 | -0.055214 | 62.680749 | 1.214496 | 0.066677 | -0.121073 | 0.221067 | 0.223243 | 0.077967 | 1.101759e+03 | 6.872837 | 3.946464 | 4.949311 | 0.010554 | 355.444266 | 8.631810 | 4.939536 | 0.058567 | 2.080354 | 80.525819 | 0.487569 | -1.105256 | 3.889185 | 0.957147 | -0.437232 | 9.450077e+02 | 8.823263e+02 | 6.843688 | 9.921677 | 118.947616 | -0.001889 | -0.592077 | 9.641245 | 0.469281 | 9.984728 | 6.279313 | 7.554129 | 7.686330e+03 | -1.024630 | 0.035001 | 1.134994 | 0.855972 | 117.809482 | 25.402031 | 2.012307e+03 | 8.703926 | 36.738615 | 0.052594 |
| std | 0.359303 | 4.586889 | 4.559528 | 340.208103 | 1.474356e+04 | 6.812406 | 0.533317 | 821.378741 | 17.674650 | 4.590225 | 0.528205 | 79.899948 | 38.923280 | 0.533317 | 1.022314e+05 | 83.944920 | 821.521081 | 0.736105 | 27.135406 | 376.810459 | 5.883079 | 0.506632 | 25.371580 | 8.225950 | 4.852335 | 79.780896 | 3.045197e+04 | 147.237060 | 0.865671 | 341.447279 | 27.030784 | 6148.533867 | 69.903393 | 58.682667 | 0.485730 | 17.343430 | 558.088205 | 4.578352 | 77.007356 | 102.428213 | 40.801216 | 14.606795 | 3.582082e+04 | 3.579737e+04 | 187.626536 | 340.191040 | 2014.497875 | 0.527593 | 16.258161 | 334.269488 | 4.554638 | 893.819499 | 90.824063 | 145.328439 | 7.605261e+04 | 76.958732 | 8.944908 | 8.034361 | 26.391958 | 3130.674451 | 1097.726348 | 1.170204e+05 | 60.724465 | 483.024610 | 0.223233 |
| min | -12.458000 | 0.000000 | -445.910000 | -0.045319 | -3.794600e+05 | -486.820000 | -12.458000 | -1.848200 | -0.032371 | -445.910000 | -12.244000 | -6331.800000 | -1460.600000 | -12.458000 | -1.567500e+06 | -6331.800000 | 0.000857 | -12.458000 | -1578.700000 | 0.000000 | -1.146300 | -12.244000 | -1578.700000 | -314.370000 | -466.340000 | -6331.800000 | -2.590100e+05 | -990.020000 | -0.440090 | -4940.000000 | -1495.600000 | 0.000000 | 0.000000 | -756.500000 | -9.043100 | -0.000014 | -3.715000 | -445.910000 | -7522.000000 | -8.833300 | -1086.800000 | -719.800000 | -1.158700e+05 | -1.158700e+05 | -2834.900000 | -6.639200 | -3.630700 | -13.815000 | -837.860000 | -0.045239 | 0.000000 | 0.000000 | -1033.700000 | -1033.700000 | -7.132200e+05 | -7522.100000 | -597.420000 | -30.892000 | -284.380000 | 0.000000 | -12.656000 | -1.496500e+04 | -0.024390 | -0.000015 | 0.000000 |
| 25% | 0.001322 | 0.263110 | 0.020384 | 1.048500 | -5.115325e+01 | -0.000577 | 0.003005 | 0.428932 | 1.006675 | 0.294510 | 0.009466 | 0.007451 | 0.021122 | 0.003009 | 2.177925e+02 | 0.061871 | 1.450500 | 0.003009 | 0.001893 | 15.240000 | 0.918760 | 0.000000 | 0.000912 | 0.004293 | 0.135630 | 0.057580 | 0.000000e+00 | 0.036408 | 3.398475 | 0.082006 | 0.004367 | 47.289500 | 2.707125 | 0.296520 | 0.000875 | 1.030950 | 1.725950 | 0.419790 | 0.000658 | 0.051356 | 0.024994 | 0.000000 | 6.890000e+01 | 3.652625e+01 | 0.007143 | 0.615648 | 15.931250 | -0.047384 | -0.035511 | 0.769328 | 0.185188 | 0.129268 | 0.688100 | 0.948315 | 2.184000e+01 | 0.003030 | 0.008740 | 0.885667 | 0.000000 | 5.460725 | 4.268975 | 4.318300e+01 | 2.946325 | 2.036675 | 0.000000 |
| 50% | 0.041356 | 0.467710 | 0.199335 | 1.597600 | -5.263900e-02 | 0.000000 | 0.048801 | 1.092450 | 1.161300 | 0.510490 | 0.062527 | 0.143700 | 0.063800 | 0.048840 | 9.077700e+02 | 0.219500 | 2.138050 | 0.048840 | 0.030947 | 35.614000 | 1.044500 | 0.050134 | 0.025891 | 0.150140 | 0.386840 | 0.199305 | 1.022850e+00 | 0.482785 | 3.976300 | 0.226700 | 0.037932 | 81.196500 | 4.476900 | 1.974650 | 0.046857 | 1.559450 | 4.938283 | 0.613275 | 0.030418 | 0.183875 | 0.089485 | 0.032341 | 1.035100e+02 | 5.792550e+01 | 0.239398 | 1.043800 | 38.559500 | 0.006994 | 0.004555 | 1.232650 | 0.336645 | 0.221740 | 1.223050 | 1.393050 | 9.503300e+02 | 0.043677 | 0.098026 | 0.958330 | 0.002138 | 9.888450 | 6.288000 | 7.472450e+01 | 4.853800 | 4.117300 | 0.000000 |
| 75% | 0.111125 | 0.689183 | 0.410745 | 2.900575 | 5.590025e+01 | 0.065245 | 0.126930 | 2.700250 | 1.970225 | 0.714300 | 0.140797 | 0.515295 | 0.128035 | 0.126960 | 2.412200e+03 | 0.601703 | 3.800000 | 0.126960 | 0.083378 | 65.658500 | 1.207625 | 0.126725 | 0.071735 | 0.360920 | 0.614127 | 0.543880 | 5.564425e+00 | 1.625175 | 4.498475 | 0.434240 | 0.093571 | 133.810000 | 7.653675 | 4.517775 | 0.126400 | 2.284325 | 19.896500 | 0.777448 | 0.080874 | 0.673687 | 0.217195 | 0.081604 | 1.481875e+02 | 8.530150e+01 | 0.880343 | 1.980200 | 71.249000 | 0.084434 | 0.051082 | 2.277300 | 0.530743 | 0.366030 | 2.316025 | 2.466125 | 4.694550e+03 | 0.117230 | 0.242615 | 0.996200 | 0.211710 | 21.076750 | 9.940650 | 1.233825e+02 | 8.384200 | 9.713900 | 0.000000 |
| max | 20.482000 | 446.910000 | 22.769000 | 27146.000000 | 1.034100e+06 | 322.200000 | 38.618000 | 53209.000000 | 1704.800000 | 12.602000 | 38.618000 | 3340.900000 | 2707.700000 | 38.618000 | 8.085500e+06 | 4401.300000 | 53210.000000 | 50.266000 | 1082.600000 | 26606.000000 | 396.160000 | 38.618000 | 879.860000 | 400.590000 | 12.602000 | 3594.600000 | 2.037300e+06 | 11864.000000 | 9.651800 | 29526.000000 | 1083.100000 | 385590.000000 | 5534.100000 | 4260.200000 | 38.618000 | 1704.800000 | 24487.000000 | 12.602000 | 112.020000 | 8007.100000 | 3443.400000 | 160.110000 | 3.020000e+06 | 3.020000e+06 | 10337.000000 | 27146.000000 | 140990.000000 | 33.535000 | 107.680000 | 27146.000000 | 446.910000 | 88433.000000 | 4784.100000 | 11678.000000 | 6.123700e+06 | 112.020000 | 226.760000 | 668.750000 | 1661.000000 | 251570.000000 | 108000.000000 | 1.077900e+07 | 5662.400000 | 21153.000000 | 1.000000 |
(9792, 65) -------------------------------------------------------------- For df5
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5.910000e+03 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5.910000e+03 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5.910000e+03 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5.910000e+03 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5.910000e+03 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 | 5910.000000 |
| mean | -0.048154 | 0.464922 | 0.190792 | 4.958724 | 2.017032e+01 | -0.003837 | -0.137701 | 5.888105 | 1.587933 | 0.561018 | -0.035843 | 1.071645 | 0.354420 | -0.137676 | 1.033463e+03 | 1.195420 | 6.984892 | -0.128375 | -0.090248 | 56.671984 | 2.426487 | -0.027625 | -0.096856 | 0.107824 | 0.390493 | 1.098535 | 473.384498 | 10.233857 | 4.152761 | 0.847846 | -0.065775 | 2.114650e+03 | 8.348896 | 5.025576 | -0.031232 | 2.107799 | 141.503679 | 0.668367 | 0.017169 | 2.263236 | 2.164053 | -0.015133 | 155.555922 | 98.884058 | 63.492331 | 4.067669 | 146.766057 | -0.119122 | -0.071043 | 4.226296 | 0.425502 | 0.769170 | 11.653901 | 12.556654 | 1.081731e+04 | 0.057222 | -0.263385 | 0.956504 | 0.279185 | 8.740650e+02 | 11.230318 | 241.978184 | 9.173648 | 66.455853 | 0.069374 |
| std | 6.474572 | 5.749828 | 1.183723 | 91.291129 | 2.150931e+04 | 10.193818 | 9.269887 | 102.298844 | 1.548548 | 5.877657 | 6.377565 | 35.217041 | 30.918776 | 9.269887 | 1.300619e+05 | 37.266561 | 102.304566 | 9.297717 | 5.444892 | 168.125493 | 99.674555 | 5.925400 | 5.418386 | 7.564377 | 4.293351 | 35.344025 | 9933.993656 | 299.608122 | 0.835699 | 19.077521 | 5.258337 | 8.448366e+04 | 102.200167 | 100.083605 | 5.938230 | 13.470491 | 1456.931784 | 7.206782 | 0.709789 | 57.635399 | 82.494705 | 2.437361 | 782.620733 | 719.836958 | 4761.647257 | 91.133646 | 3342.330554 | 7.448753 | 2.456258 | 90.823526 | 1.091588 | 13.139065 | 313.675801 | 319.765151 | 7.956401e+04 | 0.698096 | 18.420427 | 0.857326 | 5.839075 | 6.268330e+04 | 42.821876 | 6221.135690 | 102.898497 | 2134.800336 | 0.254110 |
| min | -463.890000 | -430.870000 | -72.067000 | -0.403110 | -1.076400e+06 | -463.890000 | -517.480000 | -3.735100 | -3.496000 | -71.444000 | -463.890000 | -231.850000 | -310.340000 | -517.480000 | -9.632400e+06 | -221.330000 | -0.002321 | -517.480000 | -310.800000 | -29.340000 | -135.150000 | -431.590000 | -310.890000 | -463.890000 | -71.444000 | -221.330000 | -158130.000000 | -1089.700000 | 0.006359 | -23.060000 | -310.800000 | -2.551000e+02 | -1.433400 | -16.015000 | -431.590000 | 0.000191 | -4.325800 | -71.444000 | -47.047000 | -9.068600 | -269.990000 | -143.520000 | -3975.600000 | -3946.200000 | -3037.300000 | -9.049000 | -18.658000 | -542.560000 | -144.800000 | -0.012175 | -0.186610 | -0.697640 | -1088.700000 | -1088.700000 | -1.118500e+06 | -46.788000 | -1236.300000 | -0.164390 | -184.980000 | -1.244000e+01 | -0.092493 | -236.530000 | -1.543200 | -3.726500 | 0.000000 |
| 25% | 0.003963 | 0.255100 | 0.043976 | 1.097200 | -4.374800e+01 | 0.000000 | 0.005887 | 0.482790 | 1.014725 | 0.319095 | 0.015193 | 0.015756 | 0.024002 | 0.005887 | 2.335050e+02 | 0.074247 | 1.511100 | 0.005887 | 0.004098 | 18.280250 | 0.986352 | 0.000000 | 0.002571 | 0.021130 | 0.178042 | 0.069068 | 0.074293 | 0.083046 | 3.648725 | 0.085630 | 0.006764 | 4.958525e+01 | 2.758600 | 0.249485 | 0.007604 | 1.071725 | 2.015775 | 0.434198 | 0.004999 | 0.051432 | 0.030179 | 0.000000 | 75.524750 | 38.891750 | 0.016987 | 0.641160 | 19.652000 | -0.031715 | -0.023905 | 0.830772 | 0.185020 | 0.135490 | 0.751085 | 0.992862 | 8.791225e+01 | 0.010996 | 0.015770 | 0.876552 | 0.000000 | 5.357575e+00 | 4.279050 | 44.646750 | 3.070500 | 2.164125 | 0.000000 |
| 50% | 0.046664 | 0.451610 | 0.219470 | 1.657200 | 5.335150e-01 | 0.000000 | 0.056485 | 1.156050 | 1.139650 | 0.523495 | 0.070751 | 0.168710 | 0.067775 | 0.056533 | 8.721650e+02 | 0.237180 | 2.213200 | 0.056533 | 0.035204 | 38.618000 | 1.114850 | 0.061064 | 0.030100 | 0.162765 | 0.424905 | 0.212940 | 1.005696 | 0.534690 | 4.174600 | 0.224210 | 0.043071 | 8.105700e+01 | 4.488750 | 1.708850 | 0.060631 | 1.560900 | 6.305163 | 0.620985 | 0.039491 | 0.179795 | 0.091771 | 0.040083 | 106.405000 | 58.788500 | 0.267318 | 1.071950 | 42.190500 | 0.018873 | 0.011932 | 1.289250 | 0.329645 | 0.220825 | 1.288700 | 1.434700 | 1.802800e+03 | 0.053218 | 0.109905 | 0.950370 | 0.005687 | 9.264350e+00 | 6.203950 | 73.778500 | 4.941600 | 4.177500 | 0.000000 |
| 75% | 0.117055 | 0.661530 | 0.418470 | 2.944125 | 4.894250e+01 | 0.108490 | 0.136927 | 2.806750 | 1.825875 | 0.720990 | 0.148307 | 0.545590 | 0.135107 | 0.136950 | 2.255425e+03 | 0.640867 | 3.915875 | 0.136950 | 0.088418 | 67.663500 | 1.264400 | 0.136415 | 0.075734 | 0.358127 | 0.635120 | 0.580510 | 4.489475 | 1.624600 | 4.668675 | 0.406238 | 0.098763 | 1.315025e+02 | 7.332975 | 4.040700 | 0.138140 | 2.235575 | 27.362687 | 0.773778 | 0.090451 | 0.681940 | 0.209320 | 0.089959 | 148.460000 | 85.239500 | 0.845777 | 1.988675 | 74.145000 | 0.095487 | 0.059704 | 2.359800 | 0.517502 | 0.358505 | 2.330275 | 2.471250 | 7.705100e+03 | 0.125085 | 0.243090 | 0.990405 | 0.204990 | 1.838200e+01 | 9.374700 | 118.720000 | 8.161500 | 9.474225 | 0.000000 |
| max | 87.459000 | 72.416000 | 28.336000 | 6845.800000 | 1.250100e+06 | 543.250000 | 5.530000 | 6868.500000 | 65.607000 | 339.850000 | 6.388000 | 2470.300000 | 2340.200000 | 5.530000 | 1.341700e+06 | 2837.400000 | 6869.500000 | 55.125000 | 77.244000 | 9928.500000 | 7661.500000 | 15.541000 | 77.244000 | 252.340000 | 266.860000 | 2689.100000 | 565940.000000 | 21701.000000 | 9.698300 | 1236.700000 | 77.244000 | 4.277200e+06 | 7590.500000 | 7590.500000 | 15.541000 | 965.660000 | 67922.000000 | 467.770000 | 2.901100 | 4303.200000 | 5043.300000 | 40.386000 | 40515.000000 | 40515.000000 | 366030.000000 | 6845.800000 | 185610.000000 | 15.541000 | 16.866000 | 6845.800000 | 72.416000 | 666.110000 | 21702.000000 | 21702.000000 | 4.212200e+06 | 1.651000 | 87.981000 | 47.788000 | 308.150000 | 4.818700e+06 | 1308.500000 | 451380.000000 | 7641.300000 | 158180.000000 | 1.000000 |
(5910, 65) --------------------------------------------------------------
Q1_1 = df1.quantile(0.1)
Q3_1 = df1.quantile(0.99)
IQR_1 = Q3_1 - Q1_1
df1 = df1[~((df1 < (Q1_1 - 1.5 * IQR_1)) |(df1 > (Q3_1 + 1.5 * IQR_1))).any(axis=1)]
Q1_2 = df2.quantile(0.1)
Q3_2 = df2.quantile(0.99)
IQR_2 = Q3_2 - Q1_2
df2 = df2[~((df2 < (Q1_2 - 1.5 * IQR_2)) |(df2 > (Q3_2 + 1.5 * IQR_2))).any(axis=1)]
Q1_3 = df3.quantile(0.1)
Q3_3 = df3.quantile(0.99)
IQR_3 = Q3_3 - Q1_3
df3 = df3[~((df3 < (Q1_3 - 1.5 * IQR_3)) |(df3 > (Q3_3 + 1.5 * IQR_3))).any(axis=1)]
Q1_4 = df4.quantile(0.1)
Q3_4 = df4.quantile(0.99)
IQR_4 = Q3_4 - Q1_4
df4 = df4[~((df4 < (Q1_4 - 1.5 * IQR_4)) |(df4 > (Q3_4 + 1.5 * IQR_4))).any(axis=1)]
Q1_5 = df5.quantile(0.1)
Q3_5 = df5.quantile(0.99)
IQR_5 = Q3_5 - Q1_5
df5 = df5[~((df5 < (Q1_5 - 1.5 * IQR_5)) |(df5 > (Q3_5 + 1.5 * IQR_5))).any(axis=1)]
df_list = [df1,df2,df3,df4,df5]
print("After removing outliers\n")
for i in range(5):
print("For df"+str(i+1))
display(df_list[i].describe())
print(df_list[i].shape)
print("--------------------------------------------------------------")
After removing outliers For df1
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 | 6351.000000 |
| mean | 0.107794 | 0.491066 | 0.195365 | 2.239701 | 3.956925 | 0.081306 | 0.126537 | 2.126796 | 1.727281 | 0.486845 | 0.137861 | 0.625710 | 0.102880 | 0.126537 | 1714.452761 | 0.688551 | 3.220889 | 0.126537 | 0.068037 | 45.190705 | 1.215765 | 0.125281 | 0.057756 | 0.223831 | 0.398954 | 0.620059 | 53.532774 | 1.619959 | 4.207234 | 0.263018 | 0.076735 | 96.820192 | 6.442585 | 3.063574 | 0.125225 | 2.096178 | 32.153708 | 0.568067 | 0.067776 | 0.564476 | 0.204364 | 0.067028 | 104.753279 | 59.562577 | 1.688148 | 1.518783 | 51.651833 | 0.071116 | 0.032080 | 1.826515 | 0.392090 | 0.264690 | 2.235381 | 2.450770 | 7183.993252 | 0.093544 | 0.232436 | 0.908139 | 0.285458 | 27.927378 | 9.994266 | 86.394470 | 7.210335 | 13.915279 | 0.037474 |
| std | 0.142004 | 0.249210 | 0.251682 | 2.501923 | 368.883086 | 0.220293 | 0.156473 | 3.633163 | 1.193907 | 0.247500 | 0.159005 | 1.299070 | 0.103299 | 0.156473 | 5078.102718 | 1.302240 | 3.787054 | 0.156473 | 0.092400 | 40.373083 | 0.503871 | 0.154092 | 0.084089 | 0.264183 | 0.280044 | 1.209183 | 479.174888 | 5.266840 | 0.631656 | 0.324000 | 0.103252 | 89.058340 | 6.577681 | 4.476631 | 0.157476 | 1.321243 | 104.452642 | 0.228231 | 0.092951 | 1.428029 | 0.791020 | 0.087887 | 61.732092 | 41.165891 | 6.526527 | 1.997429 | 50.028054 | 0.178101 | 0.102312 | 2.203251 | 0.225922 | 0.244750 | 5.165382 | 5.193063 | 28492.882515 | 0.126912 | 0.379559 | 0.125696 | 0.876804 | 89.603764 | 12.687973 | 77.544558 | 7.380492 | 43.709543 | 0.189936 |
| min | -0.531970 | 0.015931 | -1.366100 | 0.140660 | -3429.300000 | -1.312100 | -0.533100 | -0.491080 | 0.049636 | -0.933580 | -0.498110 | -9.902800 | -0.427110 | -0.533100 | -40584.000000 | -1.707500 | 0.517180 | -0.533100 | -0.554880 | 0.000000 | 0.235030 | -0.519380 | -0.554880 | -1.269200 | -1.213400 | -1.707500 | -5466.700000 | -20.934467 | 2.213600 | -1.333000 | -0.554880 | 0.000000 | 0.204040 | -1.738500 | -0.834210 | 0.049636 | 0.000000 | -0.779960 | -0.586920 | -1.725500 | -7.590600 | -0.573160 | 1.941300 | 0.000000 | -59.554000 | -0.152830 | 0.000000 | -1.227400 | -0.645680 | 0.066379 | 0.000000 | 0.000000 | -20.508000 | -20.113220 | -246070.000000 | -0.561950 | -2.754700 | 0.063370 | -7.681600 | 0.831910 | 0.647520 | 0.000000 | 0.286220 | 0.054670 | 0.000000 |
| 25% | 0.025040 | 0.299960 | 0.036035 | 1.079750 | -42.763000 | 0.000000 | 0.031717 | 0.477315 | 1.038850 | 0.315860 | 0.041487 | 0.074566 | 0.040898 | 0.031717 | 402.060000 | 0.134220 | 1.502950 | 0.031717 | 0.017323 | 17.983500 | 1.039210 | 0.027898 | 0.013692 | 0.058184 | 0.210100 | 0.120795 | 0.300210 | 0.066005 | 3.748100 | 0.097971 | 0.021564 | 48.907000 | 3.144400 | 0.259765 | 0.028223 | 1.282250 | 2.009852 | 0.425780 | 0.015532 | 0.052343 | 0.039253 | 0.014995 | 65.969500 | 34.430000 | 0.121020 | 0.621215 | 19.472000 | -0.013007 | -0.007914 | 0.828430 | 0.220580 | 0.133690 | 0.739070 | 0.984815 | 182.175000 | 0.022092 | 0.062829 | 0.867375 | 0.000000 | 6.031950 | 4.884400 | 44.084500 | 3.502500 | 2.582400 | 0.000000 |
| 50% | 0.078315 | 0.476930 | 0.185470 | 1.510600 | -5.957300 | 0.000000 | 0.092043 | 1.042100 | 1.196100 | 0.497360 | 0.105220 | 0.259860 | 0.082146 | 0.092043 | 972.200000 | 0.318610 | 2.096700 | 0.092043 | 0.051588 | 36.048000 | 1.147400 | 0.091184 | 0.044166 | 0.172390 | 0.407020 | 0.283440 | 1.350600 | 0.458370 | 4.146800 | 0.206330 | 0.058250 | 75.696000 | 4.831800 | 1.747200 | 0.090289 | 1.805100 | 5.353967 | 0.592730 | 0.049423 | 0.155420 | 0.091699 | 0.050221 | 94.612000 | 51.812000 | 0.425710 | 0.966510 | 39.573000 | 0.046925 | 0.025211 | 1.201000 | 0.358240 | 0.207120 | 1.192500 | 1.366600 | 1709.100000 | 0.064197 | 0.178630 | 0.938220 | 0.035310 | 10.086000 | 7.043500 | 68.165000 | 5.354700 | 4.595800 | 0.000000 |
| 75% | 0.160560 | 0.665355 | 0.360220 | 2.430400 | 36.322500 | 0.157160 | 0.188075 | 2.243850 | 2.062700 | 0.671215 | 0.200070 | 0.680315 | 0.144130 | 0.188075 | 2165.800000 | 0.713945 | 3.333800 | 0.188075 | 0.104660 | 60.386500 | 1.284700 | 0.186150 | 0.088561 | 0.339140 | 0.604135 | 0.639095 | 6.614400 | 1.269350 | 4.596050 | 0.357275 | 0.114515 | 116.460000 | 7.473100 | 4.117250 | 0.190635 | 2.562450 | 19.472383 | 0.739555 | 0.105420 | 0.497990 | 0.201515 | 0.103225 | 129.535000 | 74.728000 | 1.169525 | 1.629100 | 68.185000 | 0.143355 | 0.076470 | 1.950500 | 0.530405 | 0.318715 | 2.003100 | 2.123050 | 6120.500000 | 0.135170 | 0.347665 | 0.979650 | 0.277665 | 19.833500 | 10.596000 | 104.210000 | 8.277800 | 9.388200 | 0.000000 |
| max | 1.577000 | 1.933600 | 0.949840 | 37.036000 | 5217.000000 | 2.024300 | 1.577000 | 57.911000 | 15.218000 | 0.977600 | 1.816100 | 19.902000 | 1.067700 | 1.577000 | 69650.000000 | 21.610000 | 62.770000 | 1.577000 | 0.930340 | 438.750000 | 11.091000 | 1.569200 | 0.930340 | 2.795100 | 1.229600 | 19.247000 | 10468.000000 | 94.269000 | 9.386100 | 5.436400 | 1.041500 | 1788.900000 | 124.700000 | 70.812000 | 1.536900 | 18.035000 | 1627.600000 | 0.988080 | 0.939470 | 22.640000 | 11.941000 | 0.939470 | 802.050000 | 563.690000 | 127.400000 | 33.407000 | 585.650000 | 1.551500 | 0.802110 | 37.036000 | 1.761600 | 4.901000 | 119.170000 | 119.170000 | 385900.000000 | 1.000000 | 4.337100 | 1.562000 | 13.509000 | 1832.400000 | 197.890000 | 1275.200000 | 134.590000 | 819.460000 | 1.000000 |
(6351, 65) -------------------------------------------------------------- For df2
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 | 8997.000000 |
| mean | 0.073140 | 0.498262 | 0.202568 | 2.593491 | 27.508333 | 0.050574 | 0.088665 | 2.504737 | 1.818879 | 0.484485 | 0.109569 | 0.560677 | 0.082367 | 0.088665 | 1441.156356 | 0.661512 | 3.574503 | 0.088665 | 0.044544 | 46.120486 | 0.967938 | 0.101364 | 0.035894 | 0.216455 | 0.359130 | 0.594434 | 158.369966 | 2.300323 | 3.967592 | 0.280496 | 0.053824 | 101.630015 | 7.055759 | 4.108102 | 0.097656 | 2.073696 | 36.261158 | 0.569686 | 0.052150 | 0.757430 | 0.230703 | 0.054598 | 107.921728 | 61.801220 | 1.566605 | 1.803583 | 52.408492 | 0.044690 | 0.016660 | 2.082357 | 0.392740 | 0.277712 | 2.834436 | 3.102158 | 5069.995418 | 0.085483 | 0.154468 | 0.920151 | 0.277582 | 32.427317 | 10.876814 | 90.692210 | 7.820872 | 17.131676 | 0.038013 |
| std | 0.168141 | 0.280899 | 0.289371 | 3.621168 | 614.596427 | 0.230200 | 0.182704 | 5.030134 | 1.344499 | 0.280231 | 0.180249 | 1.561789 | 0.130232 | 0.182704 | 6985.827073 | 1.531519 | 5.107786 | 0.182704 | 0.120981 | 47.270853 | 0.338662 | 0.167643 | 0.112210 | 0.325451 | 0.323082 | 1.421983 | 1543.230224 | 8.985593 | 0.769911 | 0.433031 | 0.133087 | 113.044458 | 8.077514 | 6.738282 | 0.174677 | 1.411806 | 148.555770 | 0.256289 | 0.108437 | 2.127563 | 1.211495 | 0.103543 | 74.092822 | 52.490865 | 7.860262 | 2.876780 | 58.997572 | 0.197708 | 0.123677 | 3.112813 | 0.252159 | 0.311084 | 8.419123 | 8.674382 | 23743.249654 | 0.156950 | 0.624866 | 0.157666 | 1.061530 | 98.110502 | 15.589612 | 90.998036 | 8.879230 | 60.700698 | 0.191237 |
| min | -1.251400 | 0.000000 | -1.367300 | 0.044689 | -5700.700000 | -1.478500 | -1.278900 | -0.550760 | 0.000000 | -1.050400 | -1.059900 | -14.684000 | -0.858960 | -1.278900 | -58962.000000 | -10.262000 | 0.000000 | -1.278900 | -0.883620 | 0.000000 | 0.000000 | -1.023700 | -0.822120 | -1.439100 | -1.518200 | -10.262000 | -18674.000000 | -57.795000 | 0.610660 | -5.545400 | -0.915040 | 0.000000 | 0.000000 | -9.151600 | -1.146300 | 0.000000 | -2.760700 | -0.944690 | -0.705000 | -12.545000 | -12.328000 | -0.698330 | 0.000000 | 0.000000 | -58.681000 | -8.242900 | -0.204510 | -1.379500 | -0.898330 | 0.005864 | 0.000000 | 0.000000 | -88.287000 | -57.479000 | -198780.000000 | -0.705000 | -5.375300 | -0.175640 | -9.309900 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 25% | 0.003739 | 0.281660 | 0.023395 | 1.055100 | -46.524000 | 0.000000 | 0.006932 | 0.442850 | 1.034200 | 0.301060 | 0.019965 | 0.016709 | 0.023823 | 0.006932 | 236.310000 | 0.080000 | 1.463900 | 0.006932 | 0.004084 | 14.725000 | 0.748633 | 0.005393 | 0.002230 | 0.032977 | 0.160490 | 0.072774 | 0.128660 | 0.045843 | 3.469500 | 0.083307 | 0.007062 | 44.894000 | 2.995500 | 0.414410 | 0.010779 | 1.209000 | 1.764500 | 0.418650 | 0.006320 | 0.054454 | 0.030862 | 0.003219 | 62.810000 | 33.121000 | 0.017304 | 0.603910 | 15.878000 | -0.032235 | -0.019756 | 0.785660 | 0.199660 | 0.122690 | 0.703480 | 0.962560 | 46.155000 | 0.013937 | 0.015342 | 0.874520 | 0.000000 | 5.839900 | 4.811100 | 40.491000 | 3.263200 | 2.383000 | 0.000000 |
| 50% | 0.054132 | 0.480430 | 0.194460 | 1.539600 | -1.876200 | 0.000000 | 0.066008 | 1.038800 | 1.302600 | 0.498930 | 0.086908 | 0.185480 | 0.068889 | 0.066008 | 846.260000 | 0.255150 | 2.081200 | 0.066008 | 0.037205 | 33.763000 | 0.957730 | 0.074411 | 0.030411 | 0.157740 | 0.370570 | 0.230040 | 1.253500 | 0.465000 | 3.965000 | 0.209110 | 0.044299 | 75.905000 | 4.816100 | 2.259600 | 0.072110 | 1.748300 | 4.913900 | 0.604800 | 0.040800 | 0.171000 | 0.088308 | 0.042414 | 94.387000 | 51.866000 | 0.303810 | 1.004700 | 36.942000 | 0.028900 | 0.015758 | 1.214300 | 0.350990 | 0.207250 | 1.205200 | 1.380800 | 986.940000 | 0.056924 | 0.129070 | 0.947720 | 0.014518 | 10.544000 | 7.024400 | 68.691000 | 5.310100 | 4.568000 | 0.000000 |
| 75% | 0.142400 | 0.683040 | 0.393950 | 2.683900 | 48.033000 | 0.092632 | 0.167440 | 2.484800 | 2.237900 | 0.697120 | 0.188070 | 0.633720 | 0.130140 | 0.167440 | 2170.900000 | 0.699580 | 3.548700 | 0.167440 | 0.092962 | 61.615000 | 1.102300 | 0.169900 | 0.078899 | 0.353790 | 0.593370 | 0.623190 | 6.134100 | 1.476600 | 4.463000 | 0.381400 | 0.103190 | 121.810000 | 8.138300 | 4.954600 | 0.169730 | 2.557000 | 17.573000 | 0.760820 | 0.095971 | 0.618710 | 0.201980 | 0.097306 | 134.040000 | 75.740000 | 1.081400 | 1.828100 | 68.747000 | 0.125260 | 0.069334 | 2.120300 | 0.538510 | 0.332720 | 2.197100 | 2.345500 | 4322.500000 | 0.131960 | 0.302070 | 0.990250 | 0.266040 | 22.293000 | 11.018000 | 111.520000 | 9.000800 | 10.333000 | 0.000000 |
| max | 1.790700 | 2.050400 | 0.978310 | 58.070000 | 9557.800000 | 2.100600 | 1.790700 | 92.777000 | 17.335000 | 1.000000 | 1.792000 | 25.452000 | 1.411400 | 1.790700 | 90354.000000 | 26.460000 | 93.777000 | 1.790700 | 1.309400 | 610.620000 | 5.412900 | 1.790400 | 1.137700 | 3.453000 | 0.985620 | 23.691000 | 30008.004533 | 169.540000 | 9.464800 | 10.607000 | 1.309400 | 3005.900000 | 143.770000 | 97.106000 | 1.795900 | 17.335000 | 2942.900000 | 1.000000 | 1.137100 | 42.082000 | 20.239000 | 1.137100 | 1048.200000 | 1041.700000 | 157.240000 | 49.577000 | 854.730000 | 1.730100 | 1.084800 | 56.622000 | 1.944700 | 8.235300 | 156.320000 | 156.320000 | 342610.000000 | 1.000000 | 7.936000 | 2.021700 | 15.123000 | 1877.700000 | 262.180000 | 1816.000000 | 138.500000 | 1136.800000 | 1.000000 |
(8997, 65) -------------------------------------------------------------- For df3
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 | 9262.000000 |
| mean | 0.061139 | 0.479817 | 0.214805 | 2.806064 | 11.667741 | 0.043886 | 0.074371 | 2.772316 | 1.679004 | 0.503010 | 0.092852 | 0.493217 | 0.083026 | 0.074371 | 1699.539634 | 0.611689 | 3.848711 | 0.074371 | 0.041166 | 48.955863 | 0.989083 | 0.084538 | 0.033146 | 0.228303 | 0.373896 | 0.552468 | 100.053248 | 2.360767 | 3.966817 | 0.295468 | 0.050130 | 104.420171 | 6.939213 | 3.943555 | 0.080444 | 1.902977 | 44.320428 | 0.590710 | 0.044299 | 0.880076 | 0.213245 | 0.047548 | 114.017992 | 65.062169 | 1.394213 | 1.986063 | 55.057069 | 0.027133 | 0.005508 | 2.245593 | 0.371594 | 0.284863 | 2.920416 | 3.177254 | 5676.518260 | 0.077642 | 0.149364 | 0.925065 | 0.297981 | 33.307505 | 10.379976 | 94.139836 | 7.645229 | 14.941523 | 0.044699 |
| std | 0.160123 | 0.285574 | 0.296428 | 4.014950 | 524.767994 | 0.251149 | 0.172701 | 5.427576 | 1.210767 | 0.284777 | 0.174732 | 1.436248 | 0.128584 | 0.172701 | 7738.921258 | 1.482800 | 5.513106 | 0.172701 | 0.116773 | 52.196083 | 0.352896 | 0.167760 | 0.109495 | 0.375502 | 0.337599 | 1.386706 | 1214.529792 | 9.057420 | 0.781229 | 0.513842 | 0.129970 | 128.512882 | 7.893916 | 6.522124 | 0.175680 | 1.313672 | 198.435069 | 0.256066 | 0.116289 | 2.424893 | 1.164462 | 0.109001 | 79.010304 | 56.159931 | 8.154473 | 3.260119 | 64.401461 | 0.198301 | 0.130527 | 3.438382 | 0.251220 | 0.350930 | 8.771998 | 8.864836 | 24315.690122 | 0.164591 | 0.594496 | 0.160437 | 1.241899 | 119.752405 | 15.125167 | 103.573100 | 8.670688 | 47.017009 | 0.206653 |
| min | -1.182500 | 0.000000 | -1.328900 | 0.037783 | -4985.600000 | -1.651100 | -1.182500 | -0.547400 | 0.000000 | -1.209500 | -1.179600 | -11.508000 | -0.798700 | -1.182500 | -63334.000000 | -11.508000 | 0.452600 | -1.182500 | -0.847210 | 0.000000 | 0.000000 | -1.181100 | -0.847270 | -1.899800 | -1.603800 | -11.508000 | -14602.000000 | -62.982000 | 1.554200 | -1.800500 | -0.976780 | 0.000000 | 0.000000 | -12.711000 | -1.161600 | 0.000000 | -0.293940 | -0.926420 | -0.779790 | -7.081900 | -12.232000 | -0.809970 | 0.000000 | 0.000000 | -88.206000 | -6.469200 | -0.276570 | -1.422500 | -0.973670 | 0.008898 | 0.000000 | 0.000000 | -62.953000 | -62.953000 | -197490.000000 | -0.779790 | -4.769000 | -0.425840 | -11.945000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 25% | 0.003793 | 0.258207 | 0.033707 | 1.079125 | -46.589250 | 0.000000 | 0.006324 | 0.483293 | 1.017900 | 0.319810 | 0.016069 | 0.015947 | 0.025576 | 0.006324 | 261.052500 | 0.078275 | 1.505750 | 0.006324 | 0.004039 | 15.815750 | 0.809920 | 0.000000 | 0.002473 | 0.031163 | 0.172260 | 0.072327 | 0.063520 | 0.061653 | 3.452525 | 0.077293 | 0.007080 | 45.364750 | 2.971900 | 0.398885 | 0.006177 | 1.080525 | 1.659400 | 0.446730 | 0.004124 | 0.055519 | 0.028852 | 0.000000 | 67.037500 | 35.053750 | 0.020727 | 0.628103 | 16.991250 | -0.040283 | -0.028929 | 0.789890 | 0.181758 | 0.124220 | 0.717320 | 0.981953 | 59.153500 | 0.008751 | 0.011800 | 0.878358 | 0.000000 | 5.687000 | 4.579775 | 41.456250 | 3.236425 | 2.105425 | 0.000000 |
| 50% | 0.046570 | 0.456355 | 0.205695 | 1.628900 | 2.210600 | 0.000000 | 0.056194 | 1.146700 | 1.199550 | 0.523865 | 0.072557 | 0.172015 | 0.069613 | 0.056194 | 880.095000 | 0.251345 | 2.191300 | 0.056194 | 0.034987 | 35.320000 | 0.956715 | 0.061570 | 0.029428 | 0.172845 | 0.398975 | 0.228225 | 1.168800 | 0.483140 | 3.972150 | 0.211605 | 0.042070 | 76.232500 | 4.784500 | 2.127300 | 0.060208 | 1.598600 | 4.737820 | 0.632160 | 0.037520 | 0.195270 | 0.084593 | 0.038737 | 99.614500 | 54.453000 | 0.292760 | 1.068950 | 38.445500 | 0.015703 | 0.009245 | 1.250250 | 0.323435 | 0.208225 | 1.232200 | 1.399750 | 1029.000000 | 0.053279 | 0.109390 | 0.951725 | 0.010558 | 10.204000 | 6.696950 | 69.727000 | 5.234200 | 4.096050 | 0.000000 |
| 75% | 0.124993 | 0.664115 | 0.412253 | 2.896875 | 52.915000 | 0.089721 | 0.143435 | 2.788600 | 2.025950 | 0.720730 | 0.162378 | 0.578355 | 0.132208 | 0.143435 | 2225.500000 | 0.635992 | 3.872800 | 0.143435 | 0.087793 | 63.913500 | 1.100375 | 0.149438 | 0.075931 | 0.383852 | 0.620447 | 0.582087 | 5.369000 | 1.543725 | 4.463425 | 0.398162 | 0.098651 | 122.815000 | 8.037050 | 4.731525 | 0.149572 | 2.353275 | 17.743247 | 0.781587 | 0.093036 | 0.712002 | 0.197023 | 0.092630 | 139.372500 | 79.628000 | 0.992095 | 1.985400 | 70.607000 | 0.103818 | 0.060757 | 2.273125 | 0.506605 | 0.334723 | 2.265375 | 2.419200 | 4735.075000 | 0.127208 | 0.263402 | 0.992968 | 0.260740 | 21.438500 | 10.407500 | 112.687500 | 8.798500 | 9.452300 | 0.000000 |
| max | 1.338900 | 2.209500 | 0.973700 | 77.250000 | 8361.400000 | 2.190100 | 1.647100 | 91.709000 | 12.828000 | 1.000000 | 1.685000 | 23.217000 | 0.997980 | 1.647100 | 96426.000000 | 26.736000 | 92.709000 | 1.647100 | 0.917740 | 669.250000 | 5.184000 | 1.494400 | 0.917740 | 4.100900 | 0.981090 | 24.071000 | 26042.000000 | 154.260000 | 9.619900 | 11.227000 | 1.248400 | 3299.100000 | 129.990000 | 102.250000 | 1.347300 | 16.713000 | 3483.100000 | 1.349800 | 0.876470 | 49.980000 | 20.496000 | 1.077200 | 1257.900000 | 1093.800000 | 155.290000 | 56.989000 | 907.870000 | 1.457700 | 0.876470 | 55.768000 | 1.926400 | 9.038600 | 155.260000 | 155.260000 | 327090.000000 | 1.000000 | 7.532200 | 2.317300 | 19.747000 | 2414.500000 | 249.470000 | 2291.500000 | 135.350000 | 976.050000 | 1.000000 |
(9262, 65) -------------------------------------------------------------- For df4
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 | 8604.000000 |
| mean | 0.057591 | 0.481791 | 0.217621 | 2.915469 | 17.675153 | 0.030517 | 0.069325 | 2.901325 | 1.613910 | 0.499885 | 0.082356 | 0.470218 | 0.081389 | 0.069325 | 1745.350724 | 0.584271 | 3.984993 | 0.069325 | 0.041091 | 50.292745 | 1.106988 | 0.073958 | 0.033593 | 0.210940 | 0.372788 | 0.528754 | 101.289524 | 2.551187 | 4.004938 | 0.301218 | 0.049649 | 107.149608 | 6.683974 | 3.771588 | 0.068849 | 1.836603 | 51.269762 | 0.581371 | 0.039909 | 0.948378 | 0.210918 | 0.043982 | 120.044294 | 69.751535 | 1.252464 | 2.086735 | 55.792411 | 0.020481 | 0.003515 | 2.358264 | 0.377599 | 0.291261 | 3.076652 | 3.370735 | 6574.700120 | 0.069760 | 0.131807 | 0.929900 | 0.253503 | 31.307323 | 9.749610 | 98.156106 | 7.331084 | 15.519290 | 0.047885 |
| std | 0.144676 | 0.287523 | 0.299150 | 4.972527 | 504.807133 | 0.258827 | 0.155106 | 6.790253 | 1.159894 | 0.286890 | 0.155113 | 1.495099 | 0.127866 | 0.155106 | 6945.124832 | 1.509725 | 6.863448 | 0.155106 | 0.116690 | 53.983630 | 0.364556 | 0.148843 | 0.109307 | 0.393346 | 0.342531 | 1.401146 | 1131.271093 | 9.489949 | 0.801773 | 0.553237 | 0.128906 | 125.113150 | 7.920089 | 6.613479 | 0.158578 | 1.261603 | 211.939467 | 0.261159 | 0.115915 | 3.233955 | 1.126365 | 0.107979 | 87.021362 | 64.378200 | 7.926373 | 4.171400 | 64.297577 | 0.172968 | 0.126203 | 4.442254 | 0.255612 | 0.332507 | 9.247534 | 9.339663 | 26753.782745 | 0.159283 | 0.519081 | 0.156643 | 0.965573 | 113.632048 | 14.815246 | 113.044323 | 8.730638 | 49.183592 | 0.213535 |
| min | -1.001900 | 0.000000 | -1.459400 | 0.023301 | -4911.500000 | -1.783500 | -1.001900 | -0.550890 | 0.000000 | -1.191500 | -1.001900 | -12.634000 | -0.765600 | -1.001900 | -59858.000000 | -12.634000 | 0.456310 | -1.001900 | -0.838910 | 0.000000 | 0.037691 | -0.869410 | -0.838910 | -2.028900 | -1.599400 | -12.634000 | -12932.000000 | -68.614000 | 0.801200 | -5.807800 | -1.041800 | 0.000000 | 0.000000 | -11.327000 | -1.061600 | 0.022109 | -0.170720 | -0.974880 | -0.824790 | -0.692250 | -11.080000 | -0.813580 | 0.000000 | 0.000000 | -88.917000 | -0.019132 | -0.002896 | -1.211400 | -0.939690 | 0.006038 | 0.000000 | 0.000000 | -94.338000 | -67.614000 | -216500.000000 | -0.824790 | -4.344300 | -0.078964 | -8.009500 | 0.448160 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 25% | 0.004907 | 0.265703 | 0.039546 | 1.089200 | -45.258500 | 0.000000 | 0.007126 | 0.491787 | 1.014175 | 0.323115 | 0.015581 | 0.018367 | 0.026643 | 0.007126 | 309.600000 | 0.082351 | 1.516575 | 0.007126 | 0.005059 | 16.949750 | 0.930335 | 0.000000 | 0.003459 | 0.022406 | 0.175950 | 0.075313 | 0.067872 | 0.070865 | 3.477300 | 0.084550 | 0.008559 | 47.658000 | 2.872750 | 0.324470 | 0.005507 | 1.062225 | 1.830825 | 0.440440 | 0.003964 | 0.053164 | 0.032197 | 0.000000 | 70.640500 | 37.262750 | 0.024923 | 0.645772 | 17.801750 | -0.038899 | -0.027831 | 0.817813 | 0.189155 | 0.130240 | 0.744180 | 0.986525 | 79.237750 | 0.007377 | 0.014497 | 0.889038 | 0.000000 | 5.531375 | 4.371900 | 43.495750 | 3.112375 | 2.100600 | 0.000000 |
| 50% | 0.045095 | 0.456660 | 0.209165 | 1.628500 | 0.796740 | 0.000000 | 0.053375 | 1.137650 | 1.162400 | 0.519870 | 0.066853 | 0.160250 | 0.066692 | 0.053375 | 995.370000 | 0.234230 | 2.189850 | 0.053375 | 0.033785 | 36.802500 | 1.052750 | 0.056442 | 0.028354 | 0.166010 | 0.408580 | 0.214095 | 1.127700 | 0.502310 | 4.024300 | 0.221070 | 0.040881 | 79.312500 | 4.598033 | 2.071000 | 0.053471 | 1.565100 | 5.146250 | 0.618405 | 0.033737 | 0.184365 | 0.095468 | 0.035539 | 103.610000 | 57.968000 | 0.262520 | 1.058700 | 39.944000 | 0.013496 | 0.007696 | 1.265250 | 0.332830 | 0.216830 | 1.256050 | 1.412800 | 1169.800000 | 0.045870 | 0.101140 | 0.955965 | 0.008931 | 9.753600 | 6.289000 | 73.064000 | 4.984100 | 4.098200 | 0.000000 |
| 75% | 0.113000 | 0.659360 | 0.409973 | 2.850400 | 53.521750 | 0.081281 | 0.128842 | 2.670800 | 1.926650 | 0.711410 | 0.143182 | 0.522328 | 0.126663 | 0.128842 | 2447.025000 | 0.597195 | 3.763675 | 0.128842 | 0.084187 | 65.510250 | 1.211000 | 0.131180 | 0.072399 | 0.366120 | 0.621328 | 0.538985 | 5.779100 | 1.601375 | 4.521975 | 0.407035 | 0.093849 | 126.731083 | 7.621675 | 4.499125 | 0.130812 | 2.256375 | 19.880750 | 0.773020 | 0.083695 | 0.652268 | 0.214713 | 0.083806 | 145.707500 | 83.415000 | 0.874495 | 1.951850 | 70.885250 | 0.088438 | 0.053045 | 2.261775 | 0.508162 | 0.346032 | 2.311200 | 2.451100 | 5115.950000 | 0.114172 | 0.239210 | 0.993022 | 0.224967 | 19.709250 | 9.753900 | 117.212500 | 8.363850 | 9.332400 | 0.000000 |
| max | 1.377400 | 2.191500 | 0.987910 | 83.578000 | 7803.000000 | 2.323400 | 1.377400 | 140.700000 | 16.603000 | 1.000000 | 1.378400 | 23.807000 | 1.503000 | 1.377400 | 96561.000000 | 25.027000 | 141.760000 | 1.377400 | 1.220900 | 814.450000 | 5.666600 | 1.378300 | 1.157800 | 4.458200 | 0.992540 | 25.027000 | 22897.000000 | 157.250000 | 9.651800 | 12.931000 | 1.550200 | 3037.800000 | 122.230000 | 103.840000 | 1.653200 | 17.837000 | 3289.600000 | 1.000000 | 0.940960 | 68.229000 | 19.442000 | 1.115100 | 1456.100000 | 1456.100000 | 153.330000 | 73.801000 | 957.880000 | 1.305100 | 0.940950 | 82.679000 | 1.955400 | 8.322800 | 158.250000 | 158.250000 | 350970.000000 | 1.000000 | 6.884700 | 2.380800 | 14.050000 | 2286.000000 | 257.410000 | 2983.900000 | 122.580000 | 925.540000 | 1.000000 |
(8604, 65) -------------------------------------------------------------- For df5
| Attr1 | Attr2 | Attr3 | Attr4 | Attr5 | Attr6 | Attr7 | Attr8 | Attr9 | Attr10 | Attr11 | Attr12 | Attr13 | Attr14 | Attr15 | Attr16 | Attr17 | Attr18 | Attr19 | Attr20 | Attr21 | Attr22 | Attr23 | Attr24 | Attr25 | Attr26 | Attr27 | Attr28 | Attr29 | Attr30 | Attr31 | Attr32 | Attr33 | Attr34 | Attr35 | Attr36 | Attr37 | Attr38 | Attr39 | Attr40 | Attr41 | Attr42 | Attr43 | Attr44 | Attr45 | Attr46 | Attr47 | Attr48 | Attr49 | Attr50 | Attr51 | Attr52 | Attr53 | Attr54 | Attr55 | Attr56 | Attr57 | Attr58 | Attr59 | Attr60 | Attr61 | Attr62 | Attr63 | Attr64 | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 | 5269.000000 |
| mean | 0.063921 | 0.468882 | 0.230963 | 2.648179 | 5.527682 | 0.047043 | 0.076792 | 2.645290 | 1.539532 | 0.509002 | 0.091247 | 0.467706 | 0.083765 | 0.076792 | 1718.106471 | 0.559610 | 3.742173 | 0.076792 | 0.046859 | 51.626154 | 1.165267 | 0.083757 | 0.038719 | 0.212754 | 0.404023 | 0.501211 | 103.857845 | 2.513654 | 4.202739 | 0.275184 | 0.055017 | 102.769863 | 6.122525 | 3.072182 | 0.081970 | 1.808088 | 73.304080 | 0.585499 | 0.051999 | 0.733462 | 0.223064 | 0.052301 | 120.470772 | 68.844595 | 0.954717 | 1.818272 | 58.171691 | 0.034115 | 0.015153 | 2.166854 | 0.372299 | 0.279758 | 3.106075 | 3.312737 | 9250.193326 | 0.079729 | 0.132674 | 0.921452 | 0.251704 | 23.735026 | 8.890557 | 92.876997 | 6.757477 | 14.336041 | 0.055988 |
| std | 0.134627 | 0.271862 | 0.281443 | 3.314068 | 125.064102 | 0.256471 | 0.147440 | 5.316722 | 1.015953 | 0.271449 | 0.147498 | 1.115713 | 0.114039 | 0.147440 | 6938.180293 | 1.103769 | 5.435437 | 0.147440 | 0.104018 | 49.076969 | 0.345413 | 0.137778 | 0.095294 | 0.357569 | 0.324877 | 0.995359 | 990.809666 | 10.033039 | 0.774186 | 0.409635 | 0.114386 | 98.901227 | 5.623505 | 4.590886 | 0.145531 | 1.144005 | 327.850470 | 0.248604 | 0.098971 | 1.887951 | 1.075770 | 0.092700 | 71.865141 | 52.481591 | 5.494191 | 2.603084 | 62.292946 | 0.157117 | 0.107099 | 2.994013 | 0.243612 | 0.268020 | 9.749568 | 9.757711 | 32411.302088 | 0.141167 | 0.469038 | 0.141957 | 0.934278 | 73.641270 | 12.275843 | 85.152728 | 6.348250 | 44.950948 | 0.229920 |
| min | -0.853130 | 0.000000 | -1.413400 | -0.403110 | -1018.600000 | -1.714800 | -0.853130 | -0.513300 | 0.064455 | -1.054600 | -0.853130 | -6.510100 | -0.761980 | -0.853130 | -56078.000000 | -4.947700 | 0.486700 | -0.853130 | -0.762400 | 0.000000 | 0.071740 | -0.827790 | -0.708590 | -2.568700 | -1.477500 | -4.947700 | -4504.300000 | -64.132000 | 1.095000 | -3.481300 | -0.848340 | -255.100000 | -1.433400 | -6.089000 | -0.998300 | 0.055630 | -4.325800 | -0.804810 | -0.600290 | -0.342860 | -7.667800 | -0.549080 | 0.000000 | 0.000000 | -58.905000 | -0.342860 | 0.000000 | -1.155200 | -0.753560 | 0.031968 | -0.186610 | -0.697640 | -63.132000 | -63.132000 | -280650.000000 | -0.685740 | -3.883100 | -0.164390 | -6.950300 | 0.555770 | 0.414860 | -236.530000 | -1.543200 | 0.048115 | 0.000000 |
| 25% | 0.007459 | 0.258700 | 0.057415 | 1.128600 | -39.696000 | 0.000000 | 0.010859 | 0.534300 | 1.020700 | 0.340020 | 0.021520 | 0.027904 | 0.028879 | 0.010859 | 328.900000 | 0.091443 | 1.560600 | 0.010859 | 0.007135 | 19.969000 | 0.998820 | 0.009052 | 0.005130 | 0.040158 | 0.212700 | 0.084690 | 0.182010 | 0.110700 | 3.709800 | 0.090403 | 0.010886 | 49.848000 | 2.938500 | 0.258820 | 0.012544 | 1.097700 | 2.050267 | 0.447990 | 0.008122 | 0.053285 | 0.036870 | 0.005871 | 77.122000 | 39.578000 | 0.039052 | 0.662900 | 21.362000 | -0.025269 | -0.017421 | 0.871150 | 0.189980 | 0.136320 | 0.792970 | 1.018600 | 181.360000 | 0.014944 | 0.020838 | 0.879530 | 0.000000 | 5.356000 | 4.375400 | 45.116000 | 3.190700 | 2.219400 | 0.000000 |
| 50% | 0.051488 | 0.441370 | 0.224980 | 1.671500 | 1.495200 | 0.000000 | 0.061477 | 1.191500 | 1.140900 | 0.530950 | 0.075218 | 0.184450 | 0.070141 | 0.061477 | 962.610000 | 0.253720 | 2.265700 | 0.061477 | 0.038589 | 39.521000 | 1.121800 | 0.066970 | 0.032598 | 0.173650 | 0.438500 | 0.227950 | 1.082100 | 0.546970 | 4.208400 | 0.219770 | 0.045983 | 78.940000 | 4.625500 | 1.766300 | 0.066459 | 1.572700 | 6.324033 | 0.624710 | 0.042931 | 0.178560 | 0.096786 | 0.043466 | 106.700000 | 58.878000 | 0.287940 | 1.074400 | 43.076000 | 0.023558 | 0.015255 | 1.307100 | 0.326630 | 0.215620 | 1.304200 | 1.450300 | 2097.800000 | 0.054256 | 0.111590 | 0.948960 | 0.011835 | 9.142700 | 6.199300 | 72.809000 | 5.011700 | 4.148600 | 0.000000 |
| 75% | 0.117500 | 0.640800 | 0.415130 | 2.875100 | 47.355000 | 0.126180 | 0.137610 | 2.746100 | 1.790000 | 0.716650 | 0.149150 | 0.547190 | 0.133770 | 0.137610 | 2323.200000 | 0.631880 | 3.865500 | 0.137610 | 0.088810 | 68.063000 | 1.267600 | 0.139610 | 0.076167 | 0.362480 | 0.638900 | 0.570330 | 4.557900 | 1.559700 | 4.691100 | 0.383730 | 0.098837 | 124.260000 | 7.334100 | 4.037100 | 0.140760 | 2.208600 | 27.116967 | 0.767940 | 0.091868 | 0.644200 | 0.207410 | 0.090833 | 147.170000 | 83.422000 | 0.840330 | 1.931600 | 74.114000 | 0.097947 | 0.060330 | 2.338500 | 0.503110 | 0.339110 | 2.283700 | 2.422700 | 8354.700000 | 0.121660 | 0.237630 | 0.987410 | 0.213890 | 17.403000 | 9.218700 | 114.350000 | 8.081600 | 9.087200 | 0.000000 |
| max | 1.095900 | 2.054600 | 1.000000 | 54.931000 | 1721.700000 | 1.872400 | 1.095900 | 110.290000 | 14.712000 | 1.000000 | 1.200000 | 13.447000 | 0.911850 | 1.095900 | 92023.000000 | 15.456000 | 111.560000 | 1.095900 | 0.870980 | 656.750000 | 5.182700 | 1.232100 | 0.720740 | 3.382700 | 1.000000 | 14.057033 | 17815.000000 | 201.800000 | 9.698300 | 7.848500 | 0.872320 | 2297.400000 | 69.417000 | 65.466000 | 1.114200 | 13.762000 | 4967.100000 | 1.170100 | 0.608690 | 32.770000 | 17.946000 | 0.874480 | 959.560000 | 879.810000 | 100.790000 | 45.927000 | 1080.600000 | 1.232100 | 0.833610 | 54.931000 | 1.790900 | 6.294400 | 202.640000 | 202.640000 | 443550.000000 | 1.000000 | 6.514400 | 1.760100 | 14.239000 | 1499.500000 | 199.650000 | 1266.800000 | 82.681000 | 858.180000 | 1.000000 |
(5269, 65) --------------------------------------------------------------
df1.columns = df1.columns.str.replace('Attr','X')
df2.columns = df2.columns.str.replace('Attr','X')
df3.columns = df3.columns.str.replace('Attr','X')
df4.columns = df4.columns.str.replace('Attr','X')
df5.columns = df5.columns.str.replace('Attr','X')
df1.columns = df1.columns.str.replace('class','Y')
df2.columns = df2.columns.str.replace('class','Y')
df3.columns = df3.columns.str.replace('class','Y')
df4.columns = df4.columns.str.replace('class','Y')
df5.columns = df5.columns.str.replace('class','Y')
df_list = [df1,df2,df3,df4,df5]
def find_correlation(df):
corr = df.corr()
return corr
for i in range(5):
print("For df"+str(i+1))
display(find_correlation(df_list[i]))
print("--------------------------------------------------------------------------")
For df1
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | X11 | X12 | X13 | X14 | X15 | X16 | X17 | X18 | X19 | X20 | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | X29 | X30 | X31 | X32 | X33 | X34 | X35 | X36 | X37 | X38 | X39 | X40 | X41 | X42 | X43 | X44 | X45 | X46 | X47 | X48 | X49 | X50 | X51 | X52 | X53 | X54 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X62 | X63 | X64 | Y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | 1.000000 | -0.326349 | 0.396757 | 0.243474 | 0.060995 | 0.324021 | 0.976090 | 0.196024 | 0.223915 | 0.350181 | 0.959291 | 0.616582 | 0.617992 | 0.976090 | -0.116480 | 0.559659 | 0.184568 | 0.976090 | 0.755596 | -0.196453 | 0.070247 | 0.884984 | 0.773794 | 0.807262 | 0.349395 | 0.557168 | 0.164943 | 0.166866 | -0.178012 | -0.327192 | 0.729664 | -0.235105 | 0.250266 | 0.329468 | 0.848413 | 0.210854 | 0.032549 | 0.287636 | 0.631880 | 0.178105 | -0.041902 | 0.693523 | -0.188881 | -0.090576 | 0.360163 | 0.261183 | -0.111603 | 0.773930 | 0.653678 | 0.264459 | -0.252562 | -0.231766 | 0.187311 | 0.178512 | 0.069565 | 0.470774 | 0.579025 | -0.490181 | -0.106375 | 0.072144 | 0.063852 | -0.314217 | 0.330514 | 0.061557 | -0.096806 |
| X2 | -0.326349 | 1.000000 | -0.653523 | -0.537158 | -0.153735 | -0.362606 | -0.327064 | -0.615892 | 0.157183 | -0.977546 | -0.295013 | -0.438299 | -0.391524 | -0.327064 | 0.212265 | -0.485793 | -0.616422 | -0.327064 | -0.385816 | 0.013160 | 0.056913 | -0.283673 | -0.372246 | -0.397627 | -0.802015 | -0.473757 | -0.064370 | -0.088306 | -0.088727 | 0.526264 | -0.353630 | 0.399163 | -0.426532 | -0.293407 | -0.288284 | 0.187928 | -0.128233 | -0.837651 | -0.345021 | -0.398118 | 0.106264 | -0.346680 | 0.055729 | 0.070665 | -0.116784 | -0.498082 | -0.028754 | -0.230574 | -0.251006 | -0.563739 | 0.846655 | 0.396672 | -0.140267 | -0.106812 | -0.244115 | -0.246313 | 0.072203 | 0.253628 | 0.273677 | 0.010713 | -0.049761 | 0.453882 | -0.463007 | 0.148090 | 0.110387 |
| X3 | 0.396757 | -0.653523 | 1.000000 | 0.607453 | 0.174366 | 0.269640 | 0.411518 | 0.406772 | 0.031803 | 0.659289 | 0.399835 | 0.399590 | 0.308078 | 0.411518 | -0.133464 | 0.404618 | 0.399223 | 0.411518 | 0.384410 | 0.111366 | -0.046914 | 0.362622 | 0.366879 | 0.434185 | 0.565674 | 0.387313 | 0.091422 | 0.385811 | -0.113996 | -0.514414 | 0.359285 | -0.430108 | 0.362551 | 0.322609 | 0.365654 | -0.005597 | 0.129787 | 0.603028 | 0.332842 | 0.415973 | -0.067178 | 0.340443 | 0.123433 | 0.075878 | 0.083154 | 0.548430 | 0.157311 | 0.328042 | 0.328443 | 0.588437 | -0.613648 | -0.427586 | 0.368574 | 0.368401 | 0.282004 | 0.282841 | 0.077955 | -0.289643 | -0.130836 | -0.028735 | -0.103631 | -0.499017 | 0.403922 | 0.118616 | -0.097930 |
| X4 | 0.243474 | -0.537158 | 0.607453 | 1.000000 | 0.162472 | 0.168459 | 0.244643 | 0.807070 | -0.065366 | 0.537761 | 0.234327 | 0.675040 | 0.313337 | 0.244643 | -0.107279 | 0.674738 | 0.795869 | 0.244643 | 0.339492 | 0.075643 | -0.041590 | 0.208034 | 0.332090 | 0.275641 | 0.438488 | 0.664267 | 0.071798 | 0.150793 | -0.021253 | -0.399387 | 0.323147 | -0.293922 | 0.577573 | 0.399303 | 0.205337 | -0.126069 | 0.122697 | 0.507685 | 0.281312 | 0.840888 | -0.057032 | 0.300278 | 0.056932 | 0.011188 | 0.071686 | 0.949981 | 0.119706 | 0.188365 | 0.248445 | 0.915740 | -0.515024 | -0.292438 | 0.153923 | 0.148534 | 0.175679 | 0.232725 | 0.009439 | -0.239596 | -0.091505 | -0.027024 | -0.015608 | -0.326142 | 0.645514 | -0.023223 | -0.056923 |
| X5 | 0.060995 | -0.153735 | 0.174366 | 0.162472 | 1.000000 | 0.044342 | 0.063378 | 0.133097 | 0.034662 | 0.157317 | 0.060929 | 0.111715 | 0.065809 | 0.063378 | -0.062807 | 0.111935 | 0.131515 | 0.063378 | 0.082960 | -0.078173 | -0.016661 | 0.052768 | 0.078008 | 0.073018 | 0.103733 | 0.108680 | 0.037616 | 0.031836 | -0.033268 | -0.199128 | 0.075267 | -0.199898 | 0.115428 | 0.110231 | 0.045543 | 0.023393 | 0.030682 | 0.153382 | 0.064726 | 0.139641 | -0.016404 | 0.072266 | -0.043941 | 0.010773 | 0.043574 | 0.175695 | -0.064204 | 0.042200 | 0.070558 | 0.150708 | -0.153698 | -0.194931 | 0.032110 | 0.031498 | 0.066206 | 0.025560 | -0.027971 | -0.030859 | 0.016095 | 0.027838 | 0.003623 | -0.195260 | 0.123166 | -0.006152 | -0.022760 |
| X6 | 0.324021 | -0.362606 | 0.269640 | 0.168459 | 0.044342 | 1.000000 | 0.332103 | 0.205279 | -0.209491 | 0.331303 | 0.294376 | 0.275219 | 0.307999 | 0.332103 | -0.084216 | 0.282371 | 0.213150 | 0.332103 | 0.366839 | -0.055441 | -0.007357 | 0.340601 | 0.354888 | 0.594163 | 0.505015 | 0.272053 | -0.016745 | 0.031424 | 0.230785 | -0.227336 | 0.293786 | -0.184650 | 0.170920 | -0.119642 | 0.335225 | -0.010392 | 0.097040 | 0.296509 | 0.362391 | 0.127272 | -0.072327 | 0.381898 | -0.070826 | -0.051836 | 0.077565 | 0.159318 | -0.038899 | 0.311288 | 0.348770 | 0.206821 | -0.297378 | -0.182731 | 0.042997 | 0.034524 | 0.206198 | 0.140518 | 0.136836 | -0.152618 | -0.035212 | -0.000473 | 0.020718 | -0.209269 | 0.187877 | -0.039559 | -0.081797 |
| X7 | 0.976090 | -0.327064 | 0.411518 | 0.244643 | 0.063378 | 0.332103 | 1.000000 | 0.192320 | 0.235197 | 0.349654 | 0.983275 | 0.617829 | 0.621508 | 1.000000 | -0.126786 | 0.559773 | 0.181209 | 1.000000 | 0.767056 | -0.205285 | 0.071634 | 0.923156 | 0.755449 | 0.826733 | 0.355367 | 0.541481 | 0.164710 | 0.176247 | -0.180539 | -0.341924 | 0.729135 | -0.249607 | 0.249805 | 0.328383 | 0.883005 | 0.227158 | 0.038444 | 0.282291 | 0.649174 | 0.184037 | -0.057781 | 0.714120 | -0.197179 | -0.094358 | 0.354796 | 0.264741 | -0.123514 | 0.809305 | 0.678341 | 0.268651 | -0.248736 | -0.245955 | 0.196231 | 0.186947 | 0.076128 | 0.459719 | 0.573161 | -0.481509 | -0.115163 | 0.085578 | 0.061501 | -0.324576 | 0.327930 | 0.075751 | -0.092009 |
| X8 | 0.196024 | -0.615892 | 0.406772 | 0.807070 | 0.133097 | 0.205279 | 0.192320 | 1.000000 | -0.103644 | 0.611097 | 0.176040 | 0.661578 | 0.335043 | 0.192320 | -0.120391 | 0.756557 | 0.993450 | 0.192320 | 0.326016 | 0.004591 | -0.022667 | 0.161131 | 0.321215 | 0.243162 | 0.497837 | 0.754086 | 0.059665 | 0.041513 | 0.046427 | -0.390724 | 0.304057 | -0.258168 | 0.551704 | 0.379244 | 0.158838 | -0.168308 | 0.135899 | 0.528334 | 0.271940 | 0.706702 | -0.062705 | 0.290284 | -0.013964 | -0.025443 | 0.102052 | 0.786522 | 0.037982 | 0.139380 | 0.205811 | 0.865758 | -0.521807 | -0.256954 | 0.070687 | 0.053612 | 0.156445 | 0.192182 | -0.035869 | -0.198760 | -0.144895 | -0.010231 | 0.053836 | -0.282970 | 0.611569 | -0.075858 | -0.052645 |
| X9 | 0.223915 | 0.157183 | 0.031803 | -0.065366 | 0.034662 | -0.209491 | 0.235197 | -0.103644 | 1.000000 | -0.107845 | 0.274376 | 0.039193 | -0.122376 | 0.235197 | -0.008647 | 0.031650 | -0.113380 | 0.235197 | -0.038157 | -0.278954 | -0.008810 | 0.225750 | -0.027386 | 0.115125 | -0.185868 | 0.031381 | 0.112540 | 0.107026 | -0.515819 | -0.229220 | -0.028552 | -0.238344 | 0.254417 | 0.593536 | 0.206882 | 0.743897 | -0.055281 | -0.192546 | -0.055595 | -0.059076 | 0.013631 | -0.045953 | -0.349060 | -0.249867 | 0.068722 | -0.040797 | -0.250311 | 0.184009 | 0.049414 | -0.044439 | 0.231188 | -0.238695 | 0.112798 | 0.109459 | -0.095786 | -0.000588 | 0.216880 | 0.014196 | -0.052896 | 0.163801 | 0.211457 | -0.253308 | 0.242390 | 0.287262 | 0.015843 |
| X10 | 0.350181 | -0.977546 | 0.659289 | 0.537761 | 0.157317 | 0.331303 | 0.349654 | 0.611097 | -0.107845 | 1.000000 | 0.323413 | 0.449569 | 0.400084 | 0.349654 | -0.216054 | 0.490957 | 0.596195 | 0.349654 | 0.398788 | -0.015248 | -0.054449 | 0.302413 | 0.386647 | 0.406680 | 0.793440 | 0.479560 | 0.074384 | 0.097709 | 0.035350 | -0.521804 | 0.372810 | -0.401397 | 0.426690 | 0.347547 | 0.306721 | -0.171495 | 0.115298 | 0.865442 | 0.354022 | 0.393919 | -0.096660 | 0.355225 | -0.056261 | -0.069416 | 0.128263 | 0.497718 | 0.034293 | 0.244634 | 0.261326 | 0.557253 | -0.832292 | -0.399470 | 0.155870 | 0.123081 | 0.216391 | 0.280854 | -0.061592 | -0.286775 | -0.266165 | -0.009758 | 0.049084 | -0.462685 | 0.467710 | -0.135968 | -0.111195 |
| X11 | 0.959291 | -0.295013 | 0.399835 | 0.234327 | 0.060929 | 0.294376 | 0.983275 | 0.176040 | 0.274376 | 0.323413 | 1.000000 | 0.602585 | 0.600070 | 0.983275 | -0.123249 | 0.543390 | 0.163877 | 0.983275 | 0.745805 | -0.208071 | 0.069774 | 0.918444 | 0.735235 | 0.806086 | 0.318261 | 0.525820 | 0.154741 | 0.178343 | -0.216150 | -0.333093 | 0.713109 | -0.246064 | 0.242320 | 0.349890 | 0.877228 | 0.242599 | 0.029619 | 0.260594 | 0.637573 | 0.178211 | -0.059290 | 0.702500 | -0.200753 | -0.096984 | 0.347360 | 0.255475 | -0.126407 | 0.805414 | 0.670818 | 0.255974 | -0.223882 | -0.242277 | 0.197796 | 0.189825 | 0.062197 | 0.450792 | 0.567610 | -0.465632 | -0.109538 | 0.086187 | 0.064709 | -0.320307 | 0.319185 | 0.089120 | -0.089304 |
| X12 | 0.616582 | -0.438299 | 0.399590 | 0.675040 | 0.111715 | 0.275219 | 0.617829 | 0.661578 | 0.039193 | 0.449569 | 0.602585 | 1.000000 | 0.554295 | 0.617829 | -0.113281 | 0.920765 | 0.645144 | 0.617829 | 0.633689 | -0.109868 | 0.024307 | 0.561839 | 0.629853 | 0.559097 | 0.403277 | 0.911196 | 0.138654 | 0.091236 | -0.063391 | -0.315392 | 0.600949 | -0.247690 | 0.543579 | 0.434184 | 0.539652 | -0.003604 | 0.075008 | 0.420455 | 0.536693 | 0.558518 | -0.060045 | 0.587187 | -0.122225 | -0.075536 | 0.265171 | 0.679847 | -0.040519 | 0.491444 | 0.517160 | 0.652569 | -0.405030 | -0.245809 | 0.111066 | 0.101949 | 0.094805 | 0.382130 | 0.244566 | -0.397283 | -0.085829 | 0.035646 | 0.079622 | -0.290260 | 0.658363 | -0.021092 | -0.068831 |
| X13 | 0.617992 | -0.391524 | 0.308078 | 0.313337 | 0.065809 | 0.307999 | 0.621508 | 0.335043 | -0.122376 | 0.400084 | 0.600070 | 0.554295 | 1.000000 | 0.621508 | -0.115823 | 0.559578 | 0.331605 | 0.621508 | 0.885595 | -0.024498 | 0.049407 | 0.530547 | 0.871606 | 0.551415 | 0.380577 | 0.550584 | 0.064838 | 0.066566 | 0.091137 | -0.165038 | 0.861606 | -0.001836 | 0.049096 | 0.075337 | 0.507084 | -0.239355 | 0.048505 | 0.414850 | 0.715844 | 0.285271 | -0.079781 | 0.781828 | 0.030308 | 0.069476 | 0.267618 | 0.325951 | 0.142321 | 0.313561 | 0.461774 | 0.300168 | -0.407037 | 0.001867 | 0.082954 | 0.076426 | 0.152167 | 0.638473 | 0.306944 | -0.668951 | -0.042025 | -0.012819 | -0.063389 | -0.171752 | 0.145282 | -0.080398 | -0.125782 |
| X14 | 0.976090 | -0.327064 | 0.411518 | 0.244643 | 0.063378 | 0.332103 | 1.000000 | 0.192320 | 0.235197 | 0.349654 | 0.983275 | 0.617829 | 0.621508 | 1.000000 | -0.126786 | 0.559773 | 0.181209 | 1.000000 | 0.767056 | -0.205285 | 0.071634 | 0.923156 | 0.755449 | 0.826733 | 0.355367 | 0.541481 | 0.164710 | 0.176247 | -0.180539 | -0.341924 | 0.729135 | -0.249607 | 0.249805 | 0.328383 | 0.883005 | 0.227158 | 0.038444 | 0.282291 | 0.649174 | 0.184037 | -0.057781 | 0.714120 | -0.197179 | -0.094358 | 0.354796 | 0.264741 | -0.123514 | 0.809305 | 0.678341 | 0.268651 | -0.248736 | -0.245955 | 0.196231 | 0.186947 | 0.076128 | 0.459719 | 0.573161 | -0.481509 | -0.115163 | 0.085578 | 0.061501 | -0.324576 | 0.327930 | 0.075751 | -0.092009 |
| X15 | -0.116480 | 0.212265 | -0.133464 | -0.107279 | -0.062807 | -0.084216 | -0.126786 | -0.120391 | -0.008647 | -0.216054 | -0.123249 | -0.113281 | -0.115823 | -0.126786 | 1.000000 | -0.123337 | -0.119374 | -0.126786 | -0.095417 | 0.055900 | 0.012822 | -0.116077 | -0.079930 | -0.145622 | -0.172726 | -0.119071 | -0.022756 | -0.007066 | 0.021640 | 0.149799 | -0.085350 | 0.147657 | -0.101709 | -0.083222 | -0.112513 | -0.013806 | -0.025187 | -0.176433 | -0.074902 | -0.078007 | 0.191069 | -0.083577 | 0.068646 | 0.048118 | -0.056073 | -0.104611 | 0.030515 | -0.067815 | -0.041027 | -0.114358 | 0.166841 | 0.147674 | -0.024892 | -0.014362 | -0.036479 | -0.058517 | -0.037562 | 0.066755 | 0.096364 | -0.014112 | -0.021872 | 0.154951 | -0.112586 | 0.041761 | 0.042441 |
| X16 | 0.559659 | -0.485793 | 0.404618 | 0.674738 | 0.111935 | 0.282371 | 0.559773 | 0.756557 | 0.031650 | 0.490957 | 0.543390 | 0.920765 | 0.559578 | 0.559773 | -0.123337 | 1.000000 | 0.743292 | 0.559773 | 0.566261 | -0.100926 | 0.010126 | 0.498178 | 0.563141 | 0.525718 | 0.432081 | 0.992908 | 0.132945 | 0.095492 | -0.053544 | -0.354501 | 0.542361 | -0.232010 | 0.511696 | 0.446450 | 0.481009 | -0.004095 | 0.102980 | 0.420724 | 0.473436 | 0.563587 | -0.072403 | 0.518988 | -0.117761 | -0.077611 | 0.238053 | 0.677418 | -0.011407 | 0.368607 | 0.392465 | 0.736878 | -0.405096 | -0.230204 | 0.121647 | 0.107824 | 0.107049 | 0.389877 | 0.196721 | -0.402875 | -0.121012 | 0.027328 | 0.081149 | -0.291214 | 0.624968 | -0.022179 | -0.069423 |
| X17 | 0.184568 | -0.616422 | 0.399223 | 0.795869 | 0.131515 | 0.213150 | 0.181209 | 0.993450 | -0.113380 | 0.596195 | 0.163877 | 0.645144 | 0.331605 | 0.181209 | -0.119374 | 0.743292 | 1.000000 | 0.181209 | 0.318016 | 0.006529 | -0.024480 | 0.151563 | 0.312776 | 0.237592 | 0.494136 | 0.740793 | 0.054567 | 0.037876 | 0.058685 | -0.391695 | 0.294305 | -0.256045 | 0.545034 | 0.352955 | 0.149440 | -0.172477 | 0.137800 | 0.512300 | 0.265254 | 0.700153 | -0.064238 | 0.283309 | -0.012499 | -0.025147 | 0.097978 | 0.776990 | 0.036066 | 0.131731 | 0.196079 | 0.857713 | -0.521444 | -0.254758 | 0.064916 | 0.047876 | 0.161604 | 0.174072 | -0.039113 | -0.180716 | -0.144626 | -0.010820 | 0.053046 | -0.278256 | 0.601299 | -0.077707 | -0.052490 |
| X18 | 0.976090 | -0.327064 | 0.411518 | 0.244643 | 0.063378 | 0.332103 | 1.000000 | 0.192320 | 0.235197 | 0.349654 | 0.983275 | 0.617829 | 0.621508 | 1.000000 | -0.126786 | 0.559773 | 0.181209 | 1.000000 | 0.767056 | -0.205285 | 0.071634 | 0.923156 | 0.755449 | 0.826733 | 0.355367 | 0.541481 | 0.164710 | 0.176247 | -0.180539 | -0.341924 | 0.729135 | -0.249607 | 0.249805 | 0.328383 | 0.883005 | 0.227158 | 0.038444 | 0.282291 | 0.649174 | 0.184037 | -0.057781 | 0.714120 | -0.197179 | -0.094358 | 0.354796 | 0.264741 | -0.123514 | 0.809305 | 0.678341 | 0.268651 | -0.248736 | -0.245955 | 0.196231 | 0.186947 | 0.076128 | 0.459719 | 0.573161 | -0.481509 | -0.115163 | 0.085578 | 0.061501 | -0.324576 | 0.327930 | 0.075751 | -0.092009 |
| X19 | 0.755596 | -0.385816 | 0.384410 | 0.339492 | 0.082960 | 0.366839 | 0.767056 | 0.326016 | -0.038157 | 0.398788 | 0.745805 | 0.633689 | 0.885595 | 0.767056 | -0.095417 | 0.566261 | 0.318016 | 0.767056 | 1.000000 | -0.077883 | 0.067343 | 0.686770 | 0.980864 | 0.670760 | 0.401123 | 0.547906 | 0.092600 | 0.106727 | 0.027918 | -0.282281 | 0.950263 | -0.141206 | 0.109821 | 0.149783 | 0.652751 | -0.117440 | 0.065347 | 0.378363 | 0.821642 | 0.301983 | -0.050913 | 0.901566 | -0.027878 | 0.034577 | 0.309577 | 0.356078 | 0.022907 | 0.612538 | 0.783073 | 0.339502 | -0.359998 | -0.137653 | 0.121439 | 0.114343 | 0.162234 | 0.562820 | 0.405019 | -0.598295 | -0.064212 | 0.009968 | -0.039203 | -0.256687 | 0.197757 | -0.031399 | -0.117021 |
| X20 | -0.196453 | 0.013160 | 0.111366 | 0.075643 | -0.078173 | -0.055441 | -0.205285 | 0.004591 | -0.278954 | -0.015248 | -0.208071 | -0.109868 | -0.024498 | -0.205285 | 0.055900 | -0.100926 | 0.006529 | -0.205285 | -0.077883 | 1.000000 | -0.025468 | -0.200670 | -0.080853 | -0.170488 | -0.004475 | -0.097587 | -0.052196 | 0.054765 | 0.182720 | 0.305967 | -0.069128 | 0.337081 | -0.222890 | -0.194288 | -0.183447 | -0.389654 | -0.007996 | 0.005528 | -0.053083 | -0.052415 | 0.019082 | -0.071136 | 0.751552 | 0.146279 | -0.210922 | -0.097194 | 0.907295 | -0.153963 | -0.106635 | 0.050030 | -0.007126 | 0.335302 | 0.031735 | 0.041289 | 0.045846 | 0.000814 | -0.125440 | 0.002334 | 0.031518 | -0.249536 | -0.084251 | 0.361025 | -0.214630 | -0.046496 | 0.003403 |
| X21 | 0.070247 | 0.056913 | -0.046914 | -0.041590 | -0.016661 | -0.007357 | 0.071634 | -0.022667 | -0.008810 | -0.054449 | 0.069774 | 0.024307 | 0.049407 | 0.071634 | 0.012822 | 0.010126 | -0.024480 | 0.071634 | 0.067343 | -0.025468 | 1.000000 | 0.065774 | 0.067234 | -0.007723 | -0.058334 | 0.010373 | 0.002161 | -0.003660 | 0.075345 | 0.031663 | 0.062770 | 0.041482 | -0.037765 | -0.021201 | 0.068487 | 0.002916 | -0.009133 | -0.046741 | 0.055030 | -0.024006 | 0.020117 | 0.053705 | -0.020117 | -0.005189 | 0.014409 | -0.033300 | -0.015657 | 0.069623 | 0.057024 | -0.040974 | 0.054653 | 0.040120 | -0.004362 | -0.002790 | -0.027463 | 0.054707 | 0.060691 | -0.055423 | 0.027810 | -0.017920 | -0.001706 | 0.036279 | -0.028446 | 0.009070 | -0.006425 |
| X22 | 0.884984 | -0.283673 | 0.362622 | 0.208034 | 0.052768 | 0.340601 | 0.923156 | 0.161131 | 0.225750 | 0.302413 | 0.918444 | 0.561839 | 0.530547 | 0.923156 | -0.116077 | 0.498178 | 0.151563 | 0.923156 | 0.686770 | -0.200670 | 0.065774 | 1.000000 | 0.667168 | 0.768550 | 0.314802 | 0.474632 | 0.150058 | 0.153705 | -0.174654 | -0.312591 | 0.564619 | -0.261471 | 0.251570 | 0.309669 | 0.944891 | 0.234589 | 0.029359 | 0.248272 | 0.694289 | 0.151258 | -0.126708 | 0.774584 | -0.200091 | -0.103251 | 0.338715 | 0.227728 | -0.158746 | 0.900852 | 0.749321 | 0.230495 | -0.216469 | -0.258079 | 0.172568 | 0.165285 | 0.058675 | 0.329227 | 0.524513 | -0.344372 | -0.099114 | 0.089965 | 0.066069 | -0.306070 | 0.305744 | 0.072390 | -0.068114 |
| X23 | 0.773794 | -0.372246 | 0.366879 | 0.332090 | 0.078008 | 0.354888 | 0.755449 | 0.321215 | -0.027386 | 0.386647 | 0.735235 | 0.629853 | 0.871606 | 0.755449 | -0.079930 | 0.563141 | 0.312776 | 0.755449 | 0.980864 | -0.080853 | 0.067234 | 0.667168 | 1.000000 | 0.654900 | 0.383372 | 0.561163 | 0.091747 | 0.100499 | 0.018686 | -0.271254 | 0.941937 | -0.127919 | 0.115579 | 0.157818 | 0.635383 | -0.106334 | 0.057331 | 0.367294 | 0.802609 | 0.288260 | -0.038565 | 0.878342 | -0.034832 | 0.027061 | 0.313088 | 0.346987 | 0.022910 | 0.590771 | 0.759804 | 0.329802 | -0.347952 | -0.124907 | 0.115281 | 0.108580 | 0.150745 | 0.569577 | 0.416695 | -0.600840 | -0.056669 | 0.009165 | -0.033817 | -0.251735 | 0.204391 | -0.031530 | -0.120275 |
| X24 | 0.807262 | -0.397627 | 0.434185 | 0.275641 | 0.073018 | 0.594163 | 0.826733 | 0.243162 | 0.115125 | 0.406680 | 0.806086 | 0.559097 | 0.551415 | 0.826733 | -0.145622 | 0.525718 | 0.237592 | 0.826733 | 0.670760 | -0.170488 | -0.007723 | 0.768550 | 0.654900 | 1.000000 | 0.433362 | 0.505841 | 0.119497 | 0.151287 | -0.039801 | -0.361163 | 0.626322 | -0.264782 | 0.260083 | 0.228948 | 0.745311 | 0.151089 | 0.090075 | 0.335433 | 0.588598 | 0.205275 | -0.081783 | 0.631870 | -0.165012 | -0.080247 | 0.267314 | 0.286306 | -0.094854 | 0.671122 | 0.591734 | 0.306758 | -0.311947 | -0.260136 | 0.173156 | 0.162951 | 0.150039 | 0.404237 | 0.441109 | -0.421337 | -0.124940 | 0.064269 | 0.042663 | -0.335792 | 0.326833 | 0.044141 | -0.114807 |
| X25 | 0.349395 | -0.802015 | 0.565674 | 0.438488 | 0.103733 | 0.505015 | 0.355367 | 0.497837 | -0.185868 | 0.793440 | 0.318261 | 0.403277 | 0.380577 | 0.355367 | -0.172726 | 0.432081 | 0.494136 | 0.355367 | 0.401123 | -0.004475 | -0.058334 | 0.314802 | 0.383372 | 0.433362 | 1.000000 | 0.417073 | 0.051262 | 0.092127 | 0.159125 | -0.432740 | 0.357121 | -0.325717 | 0.318598 | 0.107732 | 0.313814 | -0.146260 | 0.129740 | 0.688123 | 0.356128 | 0.327053 | -0.097451 | 0.369016 | -0.027422 | -0.036733 | 0.112026 | 0.406591 | 0.022075 | 0.275922 | 0.295235 | 0.474603 | -0.670854 | -0.322257 | 0.136504 | 0.111142 | 0.225941 | 0.210043 | 0.004023 | -0.223896 | -0.199402 | -0.022032 | 0.011046 | -0.363992 | 0.354126 | -0.105185 | -0.105612 |
| X26 | 0.557168 | -0.473757 | 0.387313 | 0.664267 | 0.108680 | 0.272053 | 0.541481 | 0.754086 | 0.031381 | 0.479560 | 0.525820 | 0.911196 | 0.550584 | 0.541481 | -0.119071 | 0.992908 | 0.740793 | 0.541481 | 0.547906 | -0.097587 | 0.010373 | 0.474632 | 0.561163 | 0.505841 | 0.417073 | 1.000000 | 0.125792 | 0.087869 | -0.053986 | -0.341631 | 0.530708 | -0.222776 | 0.511676 | 0.442935 | 0.458670 | -0.005260 | 0.096620 | 0.412289 | 0.453603 | 0.549342 | -0.066628 | 0.497626 | -0.114841 | -0.076507 | 0.231171 | 0.665020 | -0.005603 | 0.341044 | 0.366578 | 0.723145 | -0.396484 | -0.221051 | 0.113061 | 0.099676 | 0.099557 | 0.388810 | 0.196685 | -0.400813 | -0.116611 | 0.024741 | 0.082131 | -0.283516 | 0.625228 | -0.025258 | -0.069693 |
| X27 | 0.164943 | -0.064370 | 0.091422 | 0.071798 | 0.037616 | -0.016745 | 0.164710 | 0.059665 | 0.112540 | 0.074384 | 0.154741 | 0.138654 | 0.064838 | 0.164710 | -0.022756 | 0.132945 | 0.054567 | 0.164710 | 0.092600 | -0.052196 | 0.002161 | 0.150058 | 0.091747 | 0.119497 | 0.051262 | 0.125792 | 1.000000 | 0.081414 | -0.086710 | -0.066484 | 0.079950 | -0.054952 | 0.113733 | 0.206268 | 0.143477 | 0.079232 | 0.045398 | 0.058155 | 0.077067 | 0.048259 | -0.006770 | 0.088307 | -0.042392 | -0.012380 | 0.105198 | 0.079440 | -0.045534 | 0.136645 | 0.094072 | 0.077244 | -0.047456 | -0.054863 | 0.084091 | 0.082124 | -0.010246 | 0.046597 | 0.084385 | -0.051596 | -0.006653 | 0.034189 | 0.011090 | -0.061889 | 0.122243 | 0.061319 | 0.002595 |
| X28 | 0.166866 | -0.088306 | 0.385811 | 0.150793 | 0.031836 | 0.031424 | 0.176247 | 0.041513 | 0.107026 | 0.097709 | 0.178343 | 0.091236 | 0.066566 | 0.176247 | -0.007066 | 0.095492 | 0.037876 | 0.176247 | 0.106727 | 0.054765 | -0.003660 | 0.153705 | 0.100499 | 0.151287 | 0.092127 | 0.087869 | 0.081414 | 1.000000 | -0.153213 | -0.139204 | 0.100607 | -0.049017 | 0.061205 | 0.130005 | 0.155606 | 0.086798 | 0.043788 | 0.033159 | 0.086616 | 0.115285 | 0.010423 | 0.088526 | 0.080111 | 0.066423 | 0.037979 | 0.141884 | 0.094310 | 0.142323 | 0.105325 | 0.169494 | -0.034540 | -0.048360 | 0.959893 | 0.967740 | 0.034820 | 0.102415 | 0.091248 | -0.104264 | -0.064103 | 0.009556 | -0.042419 | -0.082610 | 0.074455 | 0.670346 | -0.017676 |
| X29 | -0.178012 | -0.088727 | -0.113996 | -0.021253 | -0.033268 | 0.230785 | -0.180539 | 0.046427 | -0.515819 | 0.035350 | -0.216150 | -0.063391 | 0.091137 | -0.180539 | 0.021640 | -0.053544 | 0.058685 | -0.180539 | 0.027918 | 0.182720 | 0.075345 | -0.174654 | 0.018686 | -0.039801 | 0.159125 | -0.053986 | -0.086710 | -0.153213 | 1.000000 | 0.218498 | 0.003304 | 0.210297 | -0.196290 | -0.430367 | -0.127722 | -0.416834 | 0.127350 | 0.100603 | 0.087655 | -0.003867 | -0.001484 | 0.028585 | 0.247094 | 0.191339 | -0.097221 | -0.026465 | 0.173370 | -0.136848 | -0.041897 | -0.029900 | -0.137430 | 0.221806 | -0.156196 | -0.155123 | 0.363636 | 0.027024 | -0.151719 | -0.025541 | 0.063788 | -0.131868 | -0.157079 | 0.216174 | -0.189614 | -0.195338 | -0.031700 |
| X30 | -0.327192 | 0.526264 | -0.514414 | -0.399387 | -0.199128 | -0.227336 | -0.341924 | -0.390724 | -0.229220 | -0.521804 | -0.333093 | -0.315392 | -0.165038 | -0.341924 | 0.149799 | -0.354501 | -0.391695 | -0.341924 | -0.282281 | 0.305967 | 0.031663 | -0.312591 | -0.271254 | -0.361163 | -0.432740 | -0.341631 | -0.066484 | -0.139204 | 0.218498 | 1.000000 | -0.244430 | 0.734524 | -0.382823 | -0.324341 | -0.303328 | -0.319899 | -0.119474 | -0.309730 | -0.228328 | -0.364015 | 0.109142 | -0.247740 | 0.456243 | 0.384104 | -0.133597 | -0.400289 | 0.244450 | -0.256840 | -0.301008 | -0.454747 | 0.302272 | 0.731194 | -0.166467 | -0.144489 | -0.175192 | -0.148778 | -0.101358 | 0.167133 | 0.275802 | -0.071735 | -0.154126 | 0.786088 | -0.399682 | -0.078911 | 0.058055 |
| X31 | 0.729664 | -0.353630 | 0.359285 | 0.323147 | 0.075267 | 0.293786 | 0.729135 | 0.304057 | -0.028552 | 0.372810 | 0.713109 | 0.600949 | 0.861606 | 0.729135 | -0.085350 | 0.542361 | 0.294305 | 0.729135 | 0.950263 | -0.069128 | 0.062770 | 0.564619 | 0.941937 | 0.626322 | 0.357121 | 0.530708 | 0.079950 | 0.100607 | 0.003304 | -0.244430 | 1.000000 | -0.086405 | 0.078173 | 0.148512 | 0.541412 | -0.123438 | 0.054507 | 0.356140 | 0.698510 | 0.285852 | 0.006164 | 0.762662 | -0.014977 | 0.045336 | 0.281836 | 0.336883 | 0.063909 | 0.485524 | 0.643121 | 0.319312 | -0.337240 | -0.083476 | 0.114224 | 0.108037 | 0.142644 | 0.629768 | 0.394275 | -0.655749 | -0.057892 | 0.003181 | -0.040431 | -0.227733 | 0.179070 | -0.034312 | -0.109572 |
| X32 | -0.235105 | 0.399163 | -0.430108 | -0.293922 | -0.199898 | -0.184650 | -0.249607 | -0.258168 | -0.238344 | -0.401397 | -0.246064 | -0.247690 | -0.001836 | -0.249607 | 0.147657 | -0.232010 | -0.256045 | -0.249607 | -0.141206 | 0.337081 | 0.041482 | -0.261471 | -0.127919 | -0.264782 | -0.325717 | -0.222776 | -0.054952 | -0.049017 | 0.210297 | 0.734524 | -0.086405 | 1.000000 | -0.438772 | -0.307690 | -0.232558 | -0.349571 | -0.030041 | -0.399413 | -0.102673 | -0.189118 | 0.086163 | -0.153092 | 0.538384 | 0.476767 | -0.087413 | -0.268970 | 0.381393 | -0.266288 | -0.258034 | -0.270990 | 0.406031 | 0.987457 | -0.055002 | -0.051243 | -0.139176 | 0.122406 | -0.065121 | -0.091053 | 0.059178 | -0.076398 | -0.181448 | 0.912674 | -0.426607 | -0.029464 | 0.046588 |
| X33 | 0.250266 | -0.426532 | 0.362551 | 0.577573 | 0.115428 | 0.170920 | 0.249805 | 0.551704 | 0.254417 | 0.426690 | 0.242320 | 0.543579 | 0.049096 | 0.249805 | -0.101709 | 0.511696 | 0.545034 | 0.249805 | 0.109821 | -0.222890 | -0.037765 | 0.251570 | 0.115579 | 0.260083 | 0.318598 | 0.511676 | 0.113733 | 0.061205 | -0.196290 | -0.382823 | 0.078173 | -0.438772 | 1.000000 | 0.614755 | 0.230263 | 0.338428 | 0.024640 | 0.410218 | 0.087494 | 0.412527 | -0.071175 | 0.113080 | -0.330689 | -0.277302 | 0.116108 | 0.559419 | -0.216676 | 0.215985 | 0.147058 | 0.490566 | -0.417774 | -0.437244 | 0.074638 | 0.068082 | 0.045425 | -0.016812 | 0.046273 | 0.014715 | -0.072479 | 0.127452 | 0.293917 | -0.440942 | 0.981398 | 0.032090 | -0.038506 |
| X34 | 0.329468 | -0.293407 | 0.322609 | 0.399303 | 0.110231 | -0.119642 | 0.328383 | 0.379244 | 0.593536 | 0.347547 | 0.349890 | 0.434184 | 0.075337 | 0.328383 | -0.083222 | 0.446450 | 0.352955 | 0.328383 | 0.149783 | -0.194288 | -0.021201 | 0.309669 | 0.157818 | 0.228948 | 0.107732 | 0.442935 | 0.206268 | 0.130005 | -0.430367 | -0.324341 | 0.148512 | -0.307690 | 0.614755 | 1.000000 | 0.286051 | 0.372185 | -0.009921 | 0.258252 | 0.110991 | 0.297167 | -0.033404 | 0.135970 | -0.254218 | -0.190677 | 0.134621 | 0.396162 | -0.167471 | 0.269577 | 0.175855 | 0.411330 | -0.212767 | -0.307595 | 0.161575 | 0.149008 | -0.056731 | 0.094077 | 0.115626 | -0.089806 | -0.116652 | 0.116552 | 0.198112 | -0.323455 | 0.629337 | 0.111210 | -0.020163 |
| X35 | 0.848413 | -0.288284 | 0.365654 | 0.205337 | 0.045543 | 0.335225 | 0.883005 | 0.158838 | 0.206882 | 0.306721 | 0.877228 | 0.539652 | 0.507084 | 0.883005 | -0.112513 | 0.481009 | 0.149440 | 0.883005 | 0.652751 | -0.183447 | 0.068487 | 0.944891 | 0.635383 | 0.745311 | 0.313814 | 0.458670 | 0.143477 | 0.155606 | -0.127722 | -0.303328 | 0.541412 | -0.232558 | 0.230263 | 0.286051 | 1.000000 | 0.216318 | 0.031865 | 0.253086 | 0.774240 | 0.146631 | -0.112863 | 0.725557 | -0.182109 | -0.093175 | 0.326236 | 0.222317 | -0.122248 | 0.848347 | 0.700412 | 0.226242 | -0.219181 | -0.231623 | 0.173807 | 0.166145 | 0.058122 | 0.413848 | 0.494947 | -0.391366 | -0.094287 | 0.086829 | 0.052478 | -0.298154 | 0.294276 | 0.069722 | -0.076621 |
| X36 | 0.210854 | 0.187928 | -0.005597 | -0.126069 | 0.023393 | -0.010392 | 0.227158 | -0.168308 | 0.743897 | -0.171495 | 0.242599 | -0.003604 | -0.239355 | 0.227158 | -0.013806 | -0.004095 | -0.172477 | 0.227158 | -0.117440 | -0.389654 | 0.002916 | 0.234589 | -0.106334 | 0.151089 | -0.146260 | -0.005260 | 0.079232 | 0.086798 | -0.416834 | -0.319899 | -0.123438 | -0.349571 | 0.338428 | 0.372185 | 0.216318 | 1.000000 | -0.027861 | -0.284521 | -0.124888 | -0.113455 | -0.013594 | -0.116832 | -0.498695 | -0.365690 | 0.052582 | -0.096048 | -0.367937 | 0.196071 | 0.035289 | -0.082215 | 0.311728 | -0.348918 | 0.089310 | 0.085878 | -0.091692 | -0.121436 | 0.236659 | 0.129237 | -0.079671 | 0.199717 | 0.340902 | -0.350825 | 0.302891 | 0.329426 | 0.031900 |
| X37 | 0.032549 | -0.128233 | 0.129787 | 0.122697 | 0.030682 | 0.097040 | 0.038444 | 0.135899 | -0.055281 | 0.115298 | 0.029619 | 0.075008 | 0.048505 | 0.038444 | -0.025187 | 0.102980 | 0.137800 | 0.038444 | 0.065347 | -0.007996 | -0.009133 | 0.029359 | 0.057331 | 0.090075 | 0.129740 | 0.096620 | 0.045398 | 0.043788 | 0.127350 | -0.119474 | 0.054507 | -0.030041 | 0.024640 | -0.009921 | 0.031865 | -0.027861 | 1.000000 | 0.024257 | 0.050777 | 0.105644 | -0.022060 | 0.052423 | 0.044601 | 0.074726 | 0.002925 | 0.126519 | -0.000922 | 0.036935 | 0.055275 | 0.169818 | -0.032489 | -0.029861 | 0.050576 | 0.040354 | 0.126607 | 0.034471 | 0.001198 | -0.038575 | -0.092954 | -0.009553 | -0.057069 | -0.031043 | 0.035174 | 0.020111 | -0.016290 |
| X38 | 0.287636 | -0.837651 | 0.603028 | 0.507685 | 0.153382 | 0.296509 | 0.282291 | 0.528334 | -0.192546 | 0.865442 | 0.260594 | 0.420455 | 0.414850 | 0.282291 | -0.176433 | 0.420724 | 0.512300 | 0.282291 | 0.378363 | 0.005528 | -0.046741 | 0.248272 | 0.367294 | 0.335433 | 0.688123 | 0.412289 | 0.058155 | 0.033159 | 0.100603 | -0.309730 | 0.356140 | -0.399413 | 0.410218 | 0.258252 | 0.253086 | -0.284521 | 0.024257 | 1.000000 | 0.350215 | 0.356022 | -0.059426 | 0.352281 | -0.044666 | -0.072403 | 0.112364 | 0.459838 | 0.051596 | 0.193345 | 0.225425 | 0.444226 | -0.955721 | -0.395505 | 0.068954 | 0.065756 | 0.218308 | 0.275853 | -0.084405 | -0.277015 | 0.006304 | -0.022221 | 0.041259 | -0.460044 | 0.447696 | -0.218204 | -0.114210 |
| X39 | 0.631880 | -0.345021 | 0.332842 | 0.281312 | 0.064726 | 0.362391 | 0.649174 | 0.271940 | -0.055595 | 0.354022 | 0.637573 | 0.536693 | 0.715844 | 0.649174 | -0.074902 | 0.473436 | 0.265254 | 0.649174 | 0.821642 | -0.053083 | 0.055030 | 0.694289 | 0.802609 | 0.588598 | 0.356128 | 0.453603 | 0.077067 | 0.086616 | 0.087655 | -0.228328 | 0.698510 | -0.102673 | 0.087494 | 0.110991 | 0.774240 | -0.124888 | 0.050777 | 0.350215 | 1.000000 | 0.240088 | -0.092725 | 0.898739 | -0.007712 | 0.040494 | 0.272825 | 0.292557 | 0.032904 | 0.633172 | 0.790878 | 0.277090 | -0.328982 | -0.104573 | 0.100577 | 0.094850 | 0.129552 | 0.550423 | 0.322696 | -0.519883 | -0.043291 | 0.015838 | -0.043819 | -0.219287 | 0.164618 | -0.037438 | -0.110502 |
| X40 | 0.178105 | -0.398118 | 0.415973 | 0.840888 | 0.139641 | 0.127272 | 0.184037 | 0.706702 | -0.059076 | 0.393919 | 0.178211 | 0.558518 | 0.285271 | 0.184037 | -0.078007 | 0.563587 | 0.700153 | 0.184037 | 0.301983 | -0.052415 | -0.024006 | 0.151258 | 0.288260 | 0.205275 | 0.327053 | 0.549342 | 0.048259 | 0.115285 | -0.003867 | -0.364015 | 0.285852 | -0.189118 | 0.412527 | 0.297167 | 0.146631 | -0.113455 | 0.105644 | 0.356022 | 0.240088 | 1.000000 | -0.034368 | 0.261237 | -0.082599 | -0.072460 | 0.103109 | 0.894416 | -0.009278 | 0.141881 | 0.209307 | 0.807240 | -0.365749 | -0.188150 | 0.124372 | 0.115832 | 0.144978 | 0.181531 | 0.008704 | -0.190607 | -0.075387 | 0.018058 | 0.073445 | -0.209859 | 0.470617 | -0.018106 | -0.031819 |
| X41 | -0.041902 | 0.106264 | -0.067178 | -0.057032 | -0.016404 | -0.072327 | -0.057781 | -0.062705 | 0.013631 | -0.096660 | -0.059290 | -0.060045 | -0.079781 | -0.057781 | 0.191069 | -0.072403 | -0.064238 | -0.057781 | -0.050913 | 0.019082 | 0.020117 | -0.126708 | -0.038565 | -0.081783 | -0.097451 | -0.066628 | -0.006770 | 0.010423 | -0.001484 | 0.109142 | 0.006164 | 0.086163 | -0.071175 | -0.033404 | -0.112863 | -0.013594 | -0.022060 | -0.059426 | -0.092725 | -0.034368 | 1.000000 | -0.110083 | 0.020856 | 0.012562 | -0.029903 | -0.054440 | 0.032904 | -0.073275 | -0.059915 | -0.065160 | 0.059960 | 0.088069 | -0.006640 | -0.001490 | -0.015730 | 0.058469 | -0.005493 | -0.052102 | 0.101975 | -0.009817 | -0.013140 | 0.076190 | -0.063716 | 0.027448 | -0.034672 |
| X42 | 0.693523 | -0.346680 | 0.340443 | 0.300278 | 0.072266 | 0.381898 | 0.714120 | 0.290284 | -0.045953 | 0.355225 | 0.702500 | 0.587187 | 0.781828 | 0.714120 | -0.083577 | 0.518988 | 0.283309 | 0.714120 | 0.901566 | -0.071136 | 0.053705 | 0.774584 | 0.878342 | 0.631870 | 0.369016 | 0.497626 | 0.088307 | 0.088526 | 0.028585 | -0.247740 | 0.762662 | -0.153092 | 0.113080 | 0.135970 | 0.725557 | -0.116832 | 0.052423 | 0.352281 | 0.898739 | 0.261237 | -0.110083 | 1.000000 | -0.030672 | 0.023770 | 0.294732 | 0.314647 | -0.011839 | 0.706938 | 0.883226 | 0.300565 | -0.334756 | -0.150218 | 0.102880 | 0.097392 | 0.139060 | 0.449029 | 0.368123 | -0.473041 | -0.049065 | 0.015430 | -0.036616 | -0.236985 | 0.180693 | -0.036894 | -0.093740 |
| X43 | -0.188881 | 0.055729 | 0.123433 | 0.056932 | -0.043941 | -0.070826 | -0.197179 | -0.013964 | -0.349060 | -0.056261 | -0.200753 | -0.122225 | 0.030308 | -0.197179 | 0.068646 | -0.117761 | -0.012499 | -0.197179 | -0.027878 | 0.751552 | -0.020117 | -0.200091 | -0.034832 | -0.165012 | -0.027422 | -0.114841 | -0.042392 | 0.080111 | 0.247094 | 0.456243 | -0.014977 | 0.538384 | -0.330689 | -0.254218 | -0.182109 | -0.498695 | 0.044601 | -0.044666 | -0.007712 | -0.082599 | 0.020856 | -0.030672 | 1.000000 | 0.762515 | -0.140248 | -0.018323 | 0.691110 | -0.135975 | -0.082138 | 0.044673 | 0.049333 | 0.533902 | 0.054042 | 0.065959 | 0.074756 | 0.037701 | -0.109322 | -0.036782 | 0.024268 | -0.178713 | -0.349302 | 0.554975 | -0.315698 | -0.034253 | -0.003813 |
| X44 | -0.090576 | 0.070665 | 0.075878 | 0.011188 | 0.010773 | -0.051836 | -0.094358 | -0.025443 | -0.249867 | -0.069416 | -0.096984 | -0.075536 | 0.069476 | -0.094358 | 0.048118 | -0.077611 | -0.025147 | -0.094358 | 0.034577 | 0.146279 | -0.005189 | -0.103251 | 0.027061 | -0.080247 | -0.036733 | -0.076507 | -0.012380 | 0.066423 | 0.191339 | 0.384104 | 0.045336 | 0.476767 | -0.277302 | -0.190677 | -0.093175 | -0.365690 | 0.074726 | -0.072403 | 0.040494 | -0.072460 | 0.012562 | 0.023770 | 0.762515 | 1.000000 | -0.003454 | 0.067845 | 0.146560 | -0.052909 | -0.018593 | 0.017925 | 0.080970 | 0.471791 | 0.049916 | 0.058416 | 0.067140 | 0.055737 | -0.040914 | -0.057447 | 0.005480 | -0.023266 | -0.441184 | 0.478165 | -0.262922 | -0.005766 | -0.009055 |
| X45 | 0.360163 | -0.116784 | 0.083154 | 0.071686 | 0.043574 | 0.077565 | 0.354796 | 0.102052 | 0.068722 | 0.128263 | 0.347360 | 0.265171 | 0.267618 | 0.354796 | -0.056073 | 0.238053 | 0.097978 | 0.354796 | 0.309577 | -0.210922 | 0.014409 | 0.338715 | 0.313088 | 0.267314 | 0.112026 | 0.231171 | 0.105198 | 0.037979 | -0.097221 | -0.133597 | 0.281836 | -0.087413 | 0.116108 | 0.134621 | 0.326236 | 0.052582 | 0.002925 | 0.112364 | 0.272825 | 0.103109 | -0.029903 | 0.294732 | -0.140248 | -0.003454 | 1.000000 | 0.141575 | -0.184979 | 0.294921 | 0.262612 | 0.072535 | -0.103162 | -0.086553 | 0.046443 | 0.041850 | 0.003823 | 0.169934 | 0.218203 | -0.184870 | -0.031956 | 0.554013 | 0.026723 | -0.114355 | 0.145171 | -0.001117 | -0.012002 |
| X46 | 0.261183 | -0.498082 | 0.548430 | 0.949981 | 0.175695 | 0.159318 | 0.264741 | 0.786522 | -0.040797 | 0.497718 | 0.255475 | 0.679847 | 0.325951 | 0.264741 | -0.104611 | 0.677418 | 0.776990 | 0.264741 | 0.356078 | -0.097194 | -0.033300 | 0.227728 | 0.346987 | 0.286306 | 0.406591 | 0.665020 | 0.079440 | 0.141884 | -0.026465 | -0.400289 | 0.336883 | -0.268970 | 0.559419 | 0.396162 | 0.222317 | -0.096048 | 0.126519 | 0.459838 | 0.292557 | 0.894416 | -0.054440 | 0.314647 | -0.018323 | 0.067845 | 0.141575 | 1.000000 | -0.043478 | 0.207174 | 0.263004 | 0.888218 | -0.465439 | -0.267461 | 0.150054 | 0.142487 | 0.168443 | 0.226639 | 0.030366 | -0.235152 | -0.092030 | 0.037614 | -0.038721 | -0.299450 | 0.625419 | -0.014125 | -0.059700 |
| X47 | -0.111603 | -0.028754 | 0.157311 | 0.119706 | -0.064204 | -0.038899 | -0.123514 | 0.037982 | -0.250311 | 0.034293 | -0.126407 | -0.040519 | 0.142321 | -0.123514 | 0.030515 | -0.011407 | 0.036066 | -0.123514 | 0.022907 | 0.907295 | -0.015657 | -0.158746 | 0.022910 | -0.094854 | 0.022075 | -0.005603 | -0.045534 | 0.094310 | 0.173370 | 0.244450 | 0.063909 | 0.381393 | -0.216676 | -0.167471 | -0.122248 | -0.367937 | -0.000922 | 0.051596 | 0.032904 | -0.009278 | 0.032904 | -0.011839 | 0.691110 | 0.146560 | -0.184979 | -0.043478 | 1.000000 | -0.202016 | -0.133074 | 0.086641 | -0.049213 | 0.395671 | 0.074705 | 0.083827 | 0.057529 | 0.288556 | -0.084491 | -0.275384 | 0.021595 | -0.230434 | -0.088548 | 0.284068 | -0.172719 | -0.032287 | -0.016371 |
| X48 | 0.773930 | -0.230574 | 0.328042 | 0.188365 | 0.042200 | 0.311288 | 0.809305 | 0.139380 | 0.184009 | 0.244634 | 0.805414 | 0.491444 | 0.313561 | 0.809305 | -0.067815 | 0.368607 | 0.131731 | 0.809305 | 0.612538 | -0.153963 | 0.069623 | 0.900852 | 0.590771 | 0.671122 | 0.275922 | 0.341044 | 0.136645 | 0.142323 | -0.136848 | -0.256840 | 0.485524 | -0.266288 | 0.215985 | 0.269577 | 0.848347 | 0.196071 | 0.036935 | 0.193345 | 0.633172 | 0.141881 | -0.073275 | 0.706938 | -0.135975 | -0.052909 | 0.294921 | 0.207174 | -0.202016 | 1.000000 | 0.844284 | 0.210779 | -0.163302 | -0.264126 | 0.154934 | 0.150065 | 0.059549 | 0.139318 | 0.465486 | -0.155648 | -0.078807 | 0.077729 | 0.038406 | -0.235732 | 0.245917 | 0.083556 | -0.041706 |
| X49 | 0.653678 | -0.251006 | 0.328443 | 0.248445 | 0.070558 | 0.348770 | 0.678341 | 0.205811 | 0.049414 | 0.261326 | 0.670818 | 0.517160 | 0.461774 | 0.678341 | -0.041027 | 0.392465 | 0.196079 | 0.678341 | 0.783073 | -0.106635 | 0.057024 | 0.749321 | 0.759804 | 0.591734 | 0.295235 | 0.366578 | 0.094072 | 0.105325 | -0.041897 | -0.301008 | 0.643121 | -0.258034 | 0.147058 | 0.175855 | 0.700412 | 0.035289 | 0.055275 | 0.225425 | 0.790878 | 0.209307 | -0.059915 | 0.883226 | -0.082138 | -0.018593 | 0.262612 | 0.263004 | -0.133074 | 0.844284 | 1.000000 | 0.261978 | -0.201785 | -0.256096 | 0.114369 | 0.109841 | 0.112322 | 0.247070 | 0.371794 | -0.271116 | -0.057620 | 0.035388 | -0.002612 | -0.261893 | 0.187458 | 0.021247 | -0.059196 |
| X50 | 0.264459 | -0.563739 | 0.588437 | 0.915740 | 0.150708 | 0.206821 | 0.268651 | 0.865758 | -0.044439 | 0.557253 | 0.255974 | 0.652569 | 0.300168 | 0.268651 | -0.114358 | 0.736878 | 0.857713 | 0.268651 | 0.339502 | 0.050030 | -0.040974 | 0.230495 | 0.329802 | 0.306758 | 0.474603 | 0.723145 | 0.077244 | 0.169494 | -0.029900 | -0.454747 | 0.319312 | -0.270990 | 0.490566 | 0.411330 | 0.226242 | -0.082215 | 0.169818 | 0.444226 | 0.277090 | 0.807240 | -0.065160 | 0.300565 | 0.044673 | 0.017925 | 0.072535 | 0.888218 | 0.086641 | 0.210779 | 0.261978 | 1.000000 | -0.437595 | -0.269809 | 0.190824 | 0.174640 | 0.176115 | 0.211421 | 0.018764 | -0.219596 | -0.160878 | -0.026518 | -0.015923 | -0.298191 | 0.558734 | 0.004034 | -0.049884 |
| X51 | -0.252562 | 0.846655 | -0.613648 | -0.515024 | -0.153698 | -0.297378 | -0.248736 | -0.521807 | 0.231188 | -0.832292 | -0.223882 | -0.405030 | -0.407037 | -0.248736 | 0.166841 | -0.405096 | -0.521444 | -0.248736 | -0.359998 | -0.007126 | 0.054653 | -0.216469 | -0.347952 | -0.311947 | -0.670854 | -0.396484 | -0.047456 | -0.034540 | -0.137430 | 0.302272 | -0.337240 | 0.406031 | -0.417774 | -0.212767 | -0.219181 | 0.311728 | -0.032489 | -0.955721 | -0.328982 | -0.365749 | 0.059960 | -0.334756 | 0.049333 | 0.080970 | -0.103162 | -0.465439 | -0.049213 | -0.163302 | -0.201785 | -0.437595 | 1.000000 | 0.401924 | -0.046429 | -0.041578 | -0.244665 | -0.253667 | 0.101459 | 0.257717 | 0.002437 | 0.018324 | -0.047326 | 0.465732 | -0.451278 | 0.235169 | 0.102256 |
| X52 | -0.231766 | 0.396672 | -0.427586 | -0.292438 | -0.194931 | -0.182731 | -0.245955 | -0.256954 | -0.238695 | -0.399470 | -0.242277 | -0.245809 | 0.001867 | -0.245955 | 0.147674 | -0.230204 | -0.254758 | -0.245955 | -0.137653 | 0.335302 | 0.040120 | -0.258079 | -0.124907 | -0.260136 | -0.322257 | -0.221051 | -0.054863 | -0.048360 | 0.221806 | 0.731194 | -0.083476 | 0.987457 | -0.437244 | -0.307595 | -0.231623 | -0.348918 | -0.029861 | -0.395505 | -0.104573 | -0.188150 | 0.088069 | -0.150218 | 0.533902 | 0.471791 | -0.086553 | -0.267461 | 0.395671 | -0.264126 | -0.256096 | -0.269809 | 0.401924 | 1.000000 | -0.054454 | -0.050593 | -0.138383 | 0.126000 | -0.061757 | -0.094274 | 0.060490 | -0.076159 | -0.180070 | 0.907343 | -0.424185 | -0.029245 | 0.034863 |
| X53 | 0.187311 | -0.140267 | 0.368574 | 0.153923 | 0.032110 | 0.042997 | 0.196231 | 0.070687 | 0.112798 | 0.155870 | 0.197796 | 0.111066 | 0.082954 | 0.196231 | -0.024892 | 0.121647 | 0.064916 | 0.196231 | 0.121439 | 0.031735 | -0.004362 | 0.172568 | 0.115281 | 0.173156 | 0.136504 | 0.113061 | 0.084091 | 0.959893 | -0.156196 | -0.166467 | 0.114224 | -0.055002 | 0.074638 | 0.161575 | 0.173807 | 0.089310 | 0.050576 | 0.068954 | 0.100577 | 0.124372 | -0.006640 | 0.102880 | 0.054042 | 0.049916 | 0.046443 | 0.150054 | 0.074705 | 0.154934 | 0.114369 | 0.190824 | -0.046429 | -0.054454 | 1.000000 | 0.992230 | 0.026990 | 0.113103 | 0.085274 | -0.114823 | -0.093332 | 0.011946 | -0.027318 | -0.090521 | 0.090038 | 0.653894 | -0.023495 |
| X54 | 0.178512 | -0.106812 | 0.368401 | 0.148534 | 0.031498 | 0.034524 | 0.186947 | 0.053612 | 0.109459 | 0.123081 | 0.189825 | 0.101949 | 0.076426 | 0.186947 | -0.014362 | 0.107824 | 0.047876 | 0.186947 | 0.114343 | 0.041289 | -0.002790 | 0.165285 | 0.108580 | 0.162951 | 0.111142 | 0.099676 | 0.082124 | 0.967740 | -0.155123 | -0.144489 | 0.108037 | -0.051243 | 0.068082 | 0.149008 | 0.166145 | 0.085878 | 0.040354 | 0.065756 | 0.094850 | 0.115832 | -0.001490 | 0.097392 | 0.065959 | 0.058416 | 0.041850 | 0.142487 | 0.083827 | 0.150065 | 0.109841 | 0.174640 | -0.041578 | -0.050593 | 0.992230 | 1.000000 | 0.027709 | 0.109230 | 0.086304 | -0.110580 | -0.059768 | 0.008501 | -0.032432 | -0.086273 | 0.082536 | 0.660185 | -0.022031 |
| X55 | 0.069565 | -0.244115 | 0.282004 | 0.175679 | 0.066206 | 0.206198 | 0.076128 | 0.156445 | -0.095786 | 0.216391 | 0.062197 | 0.094805 | 0.152167 | 0.076128 | -0.036479 | 0.107049 | 0.161604 | 0.076128 | 0.162234 | 0.045846 | -0.027463 | 0.058675 | 0.150745 | 0.150039 | 0.225941 | 0.099557 | -0.010246 | 0.034820 | 0.363636 | -0.175192 | 0.142644 | -0.139176 | 0.045425 | -0.056731 | 0.058122 | -0.091692 | 0.126607 | 0.218308 | 0.129552 | 0.144978 | -0.015730 | 0.139060 | 0.074756 | 0.067140 | 0.003823 | 0.168443 | 0.057529 | 0.059549 | 0.112322 | 0.176115 | -0.244665 | -0.138383 | 0.026990 | 0.027709 | 1.000000 | 0.095110 | -0.011661 | -0.096736 | -0.024452 | -0.027152 | -0.046616 | -0.168877 | 0.056900 | -0.025207 | -0.035766 |
| X56 | 0.470774 | -0.246313 | 0.282841 | 0.232725 | 0.025560 | 0.140518 | 0.459719 | 0.192182 | -0.000588 | 0.280854 | 0.450792 | 0.382130 | 0.638473 | 0.459719 | -0.058517 | 0.389877 | 0.174072 | 0.459719 | 0.562820 | 0.000814 | 0.054707 | 0.329227 | 0.569577 | 0.404237 | 0.210043 | 0.388810 | 0.046597 | 0.102415 | 0.027024 | -0.148778 | 0.629768 | 0.122406 | -0.016812 | 0.094077 | 0.413848 | -0.121436 | 0.034471 | 0.275853 | 0.550423 | 0.181531 | 0.058469 | 0.449029 | 0.037701 | 0.055737 | 0.169934 | 0.226639 | 0.288556 | 0.139318 | 0.247070 | 0.211421 | -0.253667 | 0.126000 | 0.113103 | 0.109230 | 0.095110 | 1.000000 | 0.232199 | -0.947435 | -0.028985 | -0.017836 | -0.057930 | -0.167500 | 0.116032 | -0.024547 | -0.068398 |
| X57 | 0.579025 | 0.072203 | 0.077955 | 0.009439 | -0.027971 | 0.136836 | 0.573161 | -0.035869 | 0.216880 | -0.061592 | 0.567610 | 0.244566 | 0.306944 | 0.573161 | -0.037562 | 0.196721 | -0.039113 | 0.573161 | 0.405019 | -0.125440 | 0.060691 | 0.524513 | 0.416695 | 0.441109 | 0.004023 | 0.196685 | 0.084385 | 0.091248 | -0.151719 | -0.101358 | 0.394275 | -0.065121 | 0.046273 | 0.115626 | 0.494947 | 0.236659 | 0.001198 | -0.084405 | 0.322696 | 0.008704 | -0.005493 | 0.368123 | -0.109322 | -0.040914 | 0.218203 | 0.030366 | -0.084491 | 0.465486 | 0.371794 | 0.018764 | 0.101459 | -0.061757 | 0.085274 | 0.086304 | -0.011661 | 0.232199 | 1.000000 | -0.248293 | -0.022312 | 0.075865 | 0.028061 | -0.102533 | 0.081558 | 0.119526 | -0.047361 |
| X58 | -0.490181 | 0.253628 | -0.289643 | -0.239596 | -0.030859 | -0.152618 | -0.481509 | -0.198760 | 0.014196 | -0.286775 | -0.465632 | -0.397283 | -0.668951 | -0.481509 | 0.066755 | -0.402875 | -0.180716 | -0.481509 | -0.598295 | 0.002334 | -0.055423 | -0.344372 | -0.600840 | -0.421337 | -0.223896 | -0.400813 | -0.051596 | -0.104264 | -0.025541 | 0.167133 | -0.655749 | -0.091053 | 0.014715 | -0.089806 | -0.391366 | 0.129237 | -0.038575 | -0.277015 | -0.519883 | -0.190607 | -0.052102 | -0.473041 | -0.036782 | -0.057447 | -0.184870 | -0.235152 | -0.275384 | -0.155648 | -0.271116 | -0.219596 | 0.257717 | -0.094274 | -0.114823 | -0.110580 | -0.096736 | -0.947435 | -0.248293 | 1.000000 | 0.039976 | 0.018920 | 0.061406 | 0.171050 | -0.115227 | 0.022072 | 0.055436 |
| X59 | -0.106375 | 0.273677 | -0.130836 | -0.091505 | 0.016095 | -0.035212 | -0.115163 | -0.144895 | -0.052896 | -0.266165 | -0.109538 | -0.085829 | -0.042025 | -0.115163 | 0.096364 | -0.121012 | -0.144626 | -0.115163 | -0.064212 | 0.031518 | 0.027810 | -0.099114 | -0.056669 | -0.124940 | -0.199402 | -0.116611 | -0.006653 | -0.064103 | 0.063788 | 0.275802 | -0.057892 | 0.059178 | -0.072479 | -0.116652 | -0.094287 | -0.079671 | -0.092954 | 0.006304 | -0.043291 | -0.075387 | 0.101975 | -0.049065 | 0.024268 | 0.005480 | -0.031956 | -0.092030 | 0.021595 | -0.078807 | -0.057620 | -0.160878 | 0.002437 | 0.060490 | -0.093332 | -0.059768 | -0.024452 | -0.028985 | -0.022312 | 0.039976 | 1.000000 | -0.017249 | -0.017520 | 0.064477 | -0.080505 | -0.060205 | 0.002442 |
| X60 | 0.072144 | 0.010713 | -0.028735 | -0.027024 | 0.027838 | -0.000473 | 0.085578 | -0.010231 | 0.163801 | -0.009758 | 0.086187 | 0.035646 | -0.012819 | 0.085578 | -0.014112 | 0.027328 | -0.010820 | 0.085578 | 0.009968 | -0.249536 | -0.017920 | 0.089965 | 0.009165 | 0.064269 | -0.022032 | 0.024741 | 0.034189 | 0.009556 | -0.131868 | -0.071735 | 0.003181 | -0.076398 | 0.127452 | 0.116552 | 0.086829 | 0.199717 | -0.009553 | -0.022221 | 0.015838 | 0.018058 | -0.009817 | 0.015430 | -0.178713 | -0.023266 | 0.554013 | 0.037614 | -0.230434 | 0.077729 | 0.035388 | -0.026518 | 0.018324 | -0.076159 | 0.011946 | 0.008501 | -0.027152 | -0.017836 | 0.075865 | 0.018920 | -0.017249 | 1.000000 | 0.060457 | -0.074546 | 0.118095 | 0.068702 | 0.006988 |
| X61 | 0.063852 | -0.049761 | -0.103631 | -0.015608 | 0.003623 | 0.020718 | 0.061501 | 0.053836 | 0.211457 | 0.049084 | 0.064709 | 0.079622 | -0.063389 | 0.061501 | -0.021872 | 0.081149 | 0.053046 | 0.061501 | -0.039203 | -0.084251 | -0.001706 | 0.066069 | -0.033817 | 0.042663 | 0.011046 | 0.082131 | 0.011090 | -0.042419 | -0.157079 | -0.154126 | -0.040431 | -0.181448 | 0.293917 | 0.198112 | 0.052478 | 0.340902 | -0.057069 | 0.041259 | -0.043819 | 0.073445 | -0.013140 | -0.036616 | -0.349302 | -0.441184 | 0.026723 | -0.038721 | -0.088548 | 0.038406 | -0.002612 | -0.015923 | -0.047326 | -0.180070 | -0.027318 | -0.032432 | -0.046616 | -0.057930 | 0.028061 | 0.061406 | -0.017520 | 0.060457 | 1.000000 | -0.177156 | 0.275358 | 0.017660 | 0.019607 |
| X62 | -0.314217 | 0.453882 | -0.499017 | -0.326142 | -0.195260 | -0.209269 | -0.324576 | -0.282970 | -0.253308 | -0.462685 | -0.320307 | -0.290260 | -0.171752 | -0.324576 | 0.154951 | -0.291214 | -0.278256 | -0.324576 | -0.256687 | 0.361025 | 0.036279 | -0.306070 | -0.251735 | -0.335792 | -0.363992 | -0.283516 | -0.061889 | -0.082610 | 0.216174 | 0.786088 | -0.227733 | 0.912674 | -0.440942 | -0.323455 | -0.298154 | -0.350825 | -0.031043 | -0.460044 | -0.219287 | -0.209859 | 0.076190 | -0.236985 | 0.554975 | 0.478165 | -0.114355 | -0.299450 | 0.284068 | -0.235732 | -0.261893 | -0.298191 | 0.465732 | 0.907343 | -0.090521 | -0.086273 | -0.168877 | -0.167500 | -0.102533 | 0.171050 | 0.064477 | -0.074546 | -0.177156 | 1.000000 | -0.451054 | -0.034114 | 0.064083 |
| X63 | 0.330514 | -0.463007 | 0.403922 | 0.645514 | 0.123166 | 0.187877 | 0.327930 | 0.611569 | 0.242390 | 0.467710 | 0.319185 | 0.658363 | 0.145282 | 0.327930 | -0.112586 | 0.624968 | 0.601299 | 0.327930 | 0.197757 | -0.214630 | -0.028446 | 0.305744 | 0.204391 | 0.326833 | 0.354126 | 0.625228 | 0.122243 | 0.074455 | -0.189614 | -0.399682 | 0.179070 | -0.426607 | 0.981398 | 0.629337 | 0.294276 | 0.302891 | 0.035174 | 0.447696 | 0.164618 | 0.470617 | -0.063716 | 0.180693 | -0.315698 | -0.262922 | 0.145171 | 0.625419 | -0.172719 | 0.245917 | 0.187458 | 0.558734 | -0.451278 | -0.424185 | 0.090038 | 0.082536 | 0.056900 | 0.116032 | 0.081558 | -0.115227 | -0.080505 | 0.118095 | 0.275358 | -0.451054 | 1.000000 | 0.025346 | -0.051065 |
| X64 | 0.061557 | 0.148090 | 0.118616 | -0.023223 | -0.006152 | -0.039559 | 0.075751 | -0.075858 | 0.287262 | -0.135968 | 0.089120 | -0.021092 | -0.080398 | 0.075751 | 0.041761 | -0.022179 | -0.077707 | 0.075751 | -0.031399 | -0.046496 | 0.009070 | 0.072390 | -0.031530 | 0.044141 | -0.105185 | -0.025258 | 0.061319 | 0.670346 | -0.195338 | -0.078911 | -0.034312 | -0.029464 | 0.032090 | 0.111210 | 0.069722 | 0.329426 | 0.020111 | -0.218204 | -0.037438 | -0.018106 | 0.027448 | -0.036894 | -0.034253 | -0.005766 | -0.001117 | -0.014125 | -0.032287 | 0.083556 | 0.021247 | 0.004034 | 0.235169 | -0.029245 | 0.653894 | 0.660185 | -0.025207 | -0.024547 | 0.119526 | 0.022072 | -0.060205 | 0.068702 | 0.017660 | -0.034114 | 0.025346 | 1.000000 | 0.033164 |
| Y | -0.096806 | 0.110387 | -0.097930 | -0.056923 | -0.022760 | -0.081797 | -0.092009 | -0.052645 | 0.015843 | -0.111195 | -0.089304 | -0.068831 | -0.125782 | -0.092009 | 0.042441 | -0.069423 | -0.052490 | -0.092009 | -0.117021 | 0.003403 | -0.006425 | -0.068114 | -0.120275 | -0.114807 | -0.105612 | -0.069693 | 0.002595 | -0.017676 | -0.031700 | 0.058055 | -0.109572 | 0.046588 | -0.038506 | -0.020163 | -0.076621 | 0.031900 | -0.016290 | -0.114210 | -0.110502 | -0.031819 | -0.034672 | -0.093740 | -0.003813 | -0.009055 | -0.012002 | -0.059700 | -0.016371 | -0.041706 | -0.059196 | -0.049884 | 0.102256 | 0.034863 | -0.023495 | -0.022031 | -0.035766 | -0.068398 | -0.047361 | 0.055436 | 0.002442 | 0.006988 | 0.019607 | 0.064083 | -0.051065 | 0.033164 | 1.000000 |
-------------------------------------------------------------------------- For df2
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | X11 | X12 | X13 | X14 | X15 | X16 | X17 | X18 | X19 | X20 | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | X29 | X30 | X31 | X32 | X33 | X34 | X35 | X36 | X37 | X38 | X39 | X40 | X41 | X42 | X43 | X44 | X45 | X46 | X47 | X48 | X49 | X50 | X51 | X52 | X53 | X54 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X62 | X63 | X64 | Y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | 1.000000 | -0.411359 | 0.433986 | 0.200891 | 0.034559 | 0.325926 | 0.986639 | 0.167705 | 0.185326 | 0.424049 | 0.953729 | 0.596293 | 0.672297 | 0.986639 | 0.003741 | 0.535040 | 0.163733 | 0.986639 | 0.775848 | -0.166116 | 0.126060 | 0.876430 | 0.784918 | 0.787285 | 0.436367 | 0.532437 | 0.166045 | 0.168447 | -0.065352 | -0.311830 | 0.759347 | -0.223234 | 0.222979 | 0.251163 | 0.818934 | 0.170876 | 0.067557 | 0.341939 | 0.616955 | 0.136904 | -0.019913 | 0.677517 | -0.139574 | -0.047417 | 0.350532 | 0.213905 | -0.083304 | 0.756402 | 0.617883 | 0.221475 | -0.320006 | -0.219269 | 0.189630 | 0.173884 | 0.088845 | 0.435000 | 0.353280 | -0.483490 | -0.055023 | 0.093349 | 0.025224 | -0.325346 | 0.301502 | 0.084148 | -0.069069 |
| X2 | -0.411359 | 1.000000 | -0.684684 | -0.473593 | -0.095012 | -0.360889 | -0.409846 | -0.540523 | 0.103478 | -0.983932 | -0.339588 | -0.392245 | -0.416377 | -0.409846 | 0.076336 | -0.428835 | -0.544813 | -0.409846 | -0.431593 | 0.031391 | 0.032879 | -0.286217 | -0.429401 | -0.407684 | -0.767448 | -0.416987 | -0.103475 | -0.112599 | -0.023119 | 0.515484 | -0.407343 | 0.381048 | -0.433911 | -0.355113 | -0.281696 | 0.126667 | -0.121053 | -0.841042 | -0.295129 | -0.354403 | 0.076737 | -0.303822 | 0.059635 | 0.055907 | -0.155660 | -0.446511 | -0.015461 | -0.243047 | -0.238018 | -0.506156 | 0.840906 | 0.377787 | -0.159130 | -0.125351 | -0.218114 | -0.222276 | 0.022821 | 0.274437 | 0.167093 | -0.010320 | -0.034381 | 0.487714 | -0.463818 | 0.092525 | 0.087193 |
| X3 | 0.433986 | -0.684684 | 1.000000 | 0.556359 | 0.120979 | 0.244472 | 0.442423 | 0.372923 | 0.066904 | 0.690902 | 0.410296 | 0.358804 | 0.340343 | 0.442423 | -0.042670 | 0.379912 | 0.370835 | 0.442423 | 0.400711 | 0.086176 | -0.045951 | 0.341209 | 0.395532 | 0.403532 | 0.548478 | 0.366621 | 0.125219 | 0.345697 | -0.170351 | -0.479877 | 0.384679 | -0.400153 | 0.412000 | 0.371794 | 0.338155 | 0.026828 | 0.105993 | 0.640356 | 0.283452 | 0.393828 | -0.043955 | 0.292865 | 0.119385 | 0.090909 | 0.146708 | 0.515663 | 0.127425 | 0.305507 | 0.278593 | 0.547184 | -0.644080 | -0.395206 | 0.348739 | 0.342617 | 0.258463 | 0.250272 | 0.065403 | -0.286991 | -0.106926 | 0.005624 | -0.081993 | -0.510469 | 0.445796 | 0.132786 | -0.086340 |
| X4 | 0.200891 | -0.473593 | 0.556359 | 1.000000 | 0.117344 | 0.098458 | 0.202718 | 0.740639 | -0.060414 | 0.479806 | 0.183872 | 0.547830 | 0.262676 | 0.202718 | -0.058895 | 0.575260 | 0.736712 | 0.202718 | 0.260552 | 0.086127 | -0.084822 | 0.136194 | 0.252918 | 0.193995 | 0.331881 | 0.560377 | 0.107090 | 0.143508 | -0.125693 | -0.314071 | 0.257244 | -0.245968 | 0.628272 | 0.497673 | 0.128303 | -0.109101 | 0.094566 | 0.466171 | 0.162862 | 0.833868 | -0.039825 | 0.189831 | 0.081166 | 0.037006 | 0.082481 | 0.934951 | 0.102330 | 0.124996 | 0.137404 | 0.880694 | -0.463965 | -0.244076 | 0.152028 | 0.145963 | 0.132158 | 0.145858 | 0.025678 | -0.173743 | -0.071209 | 0.002257 | -0.004392 | -0.294623 | 0.667574 | -0.004492 | -0.030725 |
| X5 | 0.034559 | -0.095012 | 0.120979 | 0.117344 | 1.000000 | 0.025597 | 0.034465 | 0.089263 | 0.029174 | 0.098268 | 0.030917 | 0.061408 | 0.054915 | 0.034465 | -0.027047 | 0.055132 | 0.088506 | 0.034465 | 0.064270 | -0.027454 | -0.021108 | 0.018590 | 0.064919 | 0.040709 | 0.060916 | 0.052184 | 0.020870 | 0.027547 | -0.040914 | -0.107566 | 0.063250 | -0.091417 | 0.075665 | 0.066536 | 0.013616 | 0.015149 | 0.012804 | 0.098344 | 0.030064 | 0.115386 | -0.022939 | 0.041149 | 0.004207 | 0.030663 | 0.025849 | 0.129611 | -0.019841 | 0.020984 | 0.039527 | 0.104870 | -0.096546 | -0.085069 | 0.028907 | 0.028045 | 0.039220 | 0.023667 | -0.018842 | -0.030546 | 0.003304 | 0.015535 | -0.000927 | -0.119662 | 0.079057 | 0.008778 | -0.020537 |
| X6 | 0.325926 | -0.360889 | 0.244472 | 0.098458 | 0.025597 | 1.000000 | 0.325531 | 0.123261 | -0.154914 | 0.334972 | 0.282702 | 0.192656 | 0.292723 | 0.325531 | -0.004448 | 0.196499 | 0.130243 | 0.325531 | 0.332926 | -0.044376 | 0.108872 | 0.300052 | 0.331992 | 0.490410 | 0.529872 | 0.192609 | -0.020667 | 0.016304 | 0.269146 | -0.187878 | 0.285330 | -0.170421 | 0.101316 | -0.071083 | 0.299620 | -0.021889 | 0.103846 | 0.298124 | 0.316429 | 0.056704 | -0.055246 | 0.317320 | -0.059388 | -0.043865 | 0.068096 | 0.090086 | -0.022917 | 0.269100 | 0.283360 | 0.122782 | -0.305172 | -0.170262 | 0.029109 | 0.017654 | 0.186310 | 0.147578 | 0.078581 | -0.165564 | 0.005976 | -0.010261 | -0.000416 | -0.216723 | 0.119409 | -0.045770 | -0.064306 |
| X7 | 0.986639 | -0.409846 | 0.442423 | 0.202718 | 0.034465 | 0.325531 | 1.000000 | 0.166337 | 0.193914 | 0.422695 | 0.969961 | 0.603397 | 0.675258 | 1.000000 | -0.002336 | 0.539674 | 0.162513 | 1.000000 | 0.783810 | -0.175951 | 0.124484 | 0.903135 | 0.773193 | 0.794610 | 0.438729 | 0.525488 | 0.166575 | 0.176595 | -0.076409 | -0.319063 | 0.758212 | -0.229398 | 0.226051 | 0.256319 | 0.844510 | 0.179329 | 0.071726 | 0.337912 | 0.634590 | 0.144774 | -0.028519 | 0.696843 | -0.147397 | -0.049603 | 0.355941 | 0.219360 | -0.095918 | 0.783074 | 0.638839 | 0.225426 | -0.315154 | -0.225283 | 0.197453 | 0.181724 | 0.092791 | 0.429326 | 0.352301 | -0.477582 | -0.063149 | 0.100846 | 0.026426 | -0.328211 | 0.303828 | 0.090223 | -0.068461 |
| X8 | 0.167705 | -0.540523 | 0.372923 | 0.740639 | 0.089263 | 0.123261 | 0.166337 | 1.000000 | -0.098923 | 0.541828 | 0.139071 | 0.500191 | 0.252209 | 0.166337 | -0.059540 | 0.620999 | 0.996058 | 0.166337 | 0.243708 | 0.006013 | -0.085401 | 0.102082 | 0.236517 | 0.164578 | 0.372654 | 0.602347 | 0.116853 | 0.048366 | -0.060449 | -0.328477 | 0.235721 | -0.201888 | 0.503276 | 0.490986 | 0.098226 | -0.147782 | 0.109780 | 0.472540 | 0.142506 | 0.662747 | -0.037450 | 0.162938 | -0.003550 | -0.010426 | 0.091217 | 0.725760 | 0.020398 | 0.096212 | 0.109454 | 0.834378 | -0.458230 | -0.200851 | 0.069524 | 0.055652 | 0.109181 | 0.124427 | 0.004321 | -0.150837 | -0.102770 | 0.019644 | 0.032587 | -0.253880 | 0.542905 | -0.051475 | -0.031821 |
| X9 | 0.185326 | 0.103478 | 0.066904 | -0.060414 | 0.029174 | -0.154914 | 0.193914 | -0.098923 | 1.000000 | -0.068247 | 0.230211 | 0.048185 | -0.073587 | 0.193914 | 0.010881 | 0.041171 | -0.105262 | 0.193914 | 0.016985 | -0.291543 | -0.050987 | 0.181247 | 0.026146 | 0.132152 | -0.138955 | 0.039240 | 0.061342 | 0.103487 | -0.463820 | -0.235213 | 0.005783 | -0.252127 | 0.316567 | 0.494586 | 0.166198 | 0.841171 | -0.047075 | -0.165460 | -0.028875 | -0.055565 | -0.021923 | -0.035255 | -0.366556 | -0.254857 | 0.077509 | -0.039211 | -0.252463 | 0.141969 | 0.064570 | -0.027853 | 0.203235 | -0.249975 | 0.112831 | 0.107408 | -0.080879 | -0.021549 | 0.117980 | 0.015789 | -0.067810 | 0.182974 | 0.255742 | -0.279118 | 0.299664 | 0.278272 | 0.007015 |
| X10 | 0.424049 | -0.983932 | 0.690902 | 0.479806 | 0.098268 | 0.334972 | 0.422695 | 0.541828 | -0.068247 | 1.000000 | 0.359491 | 0.402623 | 0.420662 | 0.422695 | -0.074230 | 0.436396 | 0.537014 | 0.422695 | 0.437083 | -0.031063 | -0.049788 | 0.295361 | 0.435353 | 0.413814 | 0.757566 | 0.424838 | 0.109945 | 0.120849 | -0.025255 | -0.511110 | 0.416636 | -0.378412 | 0.438496 | 0.390229 | 0.289330 | -0.115645 | 0.114424 | 0.861056 | 0.296295 | 0.358121 | -0.070178 | 0.306321 | -0.058512 | -0.054618 | 0.161853 | 0.452207 | 0.020338 | 0.248633 | 0.240910 | 0.508481 | -0.830838 | -0.375426 | 0.170387 | 0.136936 | 0.198194 | 0.240077 | -0.011267 | -0.289825 | -0.165695 | 0.014593 | 0.039214 | -0.488517 | 0.471270 | -0.083674 | -0.088453 |
| X11 | 0.953729 | -0.339588 | 0.410296 | 0.183872 | 0.030917 | 0.282702 | 0.969961 | 0.139071 | 0.230211 | 0.359491 | 1.000000 | 0.587118 | 0.638561 | 0.969961 | -0.010838 | 0.523703 | 0.134053 | 0.969961 | 0.745430 | -0.175185 | 0.117879 | 0.913459 | 0.733017 | 0.771607 | 0.372094 | 0.509245 | 0.157182 | 0.179239 | -0.110755 | -0.288351 | 0.726575 | -0.205197 | 0.210564 | 0.261868 | 0.854108 | 0.193137 | 0.057894 | 0.287901 | 0.637394 | 0.132692 | -0.031378 | 0.698619 | -0.147263 | -0.050103 | 0.350193 | 0.202294 | -0.094852 | 0.790908 | 0.641463 | 0.203763 | -0.260414 | -0.201567 | 0.197028 | 0.184450 | 0.073451 | 0.428095 | 0.357253 | -0.441766 | -0.059206 | 0.101668 | 0.032009 | -0.299548 | 0.289008 | 0.107017 | -0.072805 |
| X12 | 0.596293 | -0.392245 | 0.358804 | 0.547830 | 0.061408 | 0.192656 | 0.603397 | 0.500191 | 0.048185 | 0.402623 | 0.587118 | 1.000000 | 0.530031 | 0.603397 | -0.037036 | 0.866135 | 0.493491 | 0.603397 | 0.588689 | -0.080524 | 0.020486 | 0.531726 | 0.578281 | 0.497148 | 0.346041 | 0.851456 | 0.171340 | 0.100837 | -0.050996 | -0.281527 | 0.577959 | -0.191443 | 0.465098 | 0.428698 | 0.494719 | 0.014167 | 0.074612 | 0.346062 | 0.471700 | 0.416491 | -0.035942 | 0.521563 | -0.085018 | -0.047489 | 0.237528 | 0.530777 | -0.020429 | 0.460739 | 0.454465 | 0.528408 | -0.334079 | -0.189401 | 0.115530 | 0.105207 | 0.080612 | 0.326960 | 0.181255 | -0.360123 | -0.058178 | 0.047720 | 0.053524 | -0.244005 | 0.586723 | 0.006658 | -0.059604 |
| X13 | 0.672297 | -0.416377 | 0.340343 | 0.262676 | 0.054915 | 0.292723 | 0.675258 | 0.252209 | -0.073587 | 0.420662 | 0.638561 | 0.530031 | 1.000000 | 0.675258 | 0.008419 | 0.523104 | 0.252116 | 0.675258 | 0.890262 | -0.070216 | 0.089609 | 0.550605 | 0.877277 | 0.542756 | 0.410671 | 0.519802 | 0.110744 | 0.090133 | 0.058457 | -0.285257 | 0.869481 | -0.061640 | 0.065292 | 0.067182 | 0.502293 | -0.129655 | 0.072439 | 0.375498 | 0.646297 | 0.226132 | -0.042940 | 0.745733 | -0.022117 | 0.032014 | 0.270822 | 0.272438 | 0.099811 | 0.309665 | 0.442252 | 0.249404 | -0.372369 | -0.052452 | 0.104135 | 0.095291 | 0.143507 | 0.590806 | 0.218241 | -0.659523 | -0.027321 | 0.018943 | -0.044217 | -0.270197 | 0.155366 | -0.027606 | -0.073614 |
| X14 | 0.986639 | -0.409846 | 0.442423 | 0.202718 | 0.034465 | 0.325531 | 1.000000 | 0.166337 | 0.193914 | 0.422695 | 0.969961 | 0.603397 | 0.675258 | 1.000000 | -0.002336 | 0.539674 | 0.162513 | 1.000000 | 0.783810 | -0.175951 | 0.124484 | 0.903135 | 0.773193 | 0.794610 | 0.438729 | 0.525488 | 0.166575 | 0.176595 | -0.076409 | -0.319063 | 0.758212 | -0.229398 | 0.226051 | 0.256319 | 0.844510 | 0.179329 | 0.071726 | 0.337912 | 0.634590 | 0.144774 | -0.028519 | 0.696843 | -0.147397 | -0.049603 | 0.355941 | 0.219360 | -0.095918 | 0.783074 | 0.638839 | 0.225426 | -0.315154 | -0.225283 | 0.197453 | 0.181724 | 0.092791 | 0.429326 | 0.352301 | -0.477582 | -0.063149 | 0.100846 | 0.026426 | -0.328211 | 0.303828 | 0.090223 | -0.068461 |
| X15 | 0.003741 | 0.076336 | -0.042670 | -0.058895 | -0.027047 | -0.004448 | -0.002336 | -0.059540 | 0.010881 | -0.074230 | -0.010838 | -0.037036 | 0.008419 | -0.002336 | 1.000000 | -0.055009 | -0.060157 | -0.002336 | 0.030481 | 0.011334 | 0.041970 | -0.010163 | 0.035970 | -0.030456 | -0.047477 | -0.052579 | -0.008095 | -0.009945 | 0.019010 | 0.033207 | 0.031062 | 0.044541 | -0.057462 | -0.042729 | -0.011516 | 0.008900 | -0.020704 | -0.062880 | 0.018756 | -0.047946 | 0.090275 | 0.022185 | 0.015600 | 0.011813 | -0.007698 | -0.058577 | 0.011564 | 0.008836 | 0.039361 | -0.058215 | 0.060913 | 0.047427 | -0.015805 | -0.015196 | 0.000990 | 0.013235 | 0.018807 | -0.016028 | 0.067635 | -0.005849 | -0.016256 | 0.031658 | -0.061490 | 0.004497 | 0.021812 |
| X16 | 0.535040 | -0.428835 | 0.379912 | 0.575260 | 0.055132 | 0.196499 | 0.539674 | 0.620999 | 0.041171 | 0.436396 | 0.523703 | 0.866135 | 0.523104 | 0.539674 | -0.055009 | 1.000000 | 0.615555 | 0.539674 | 0.497678 | -0.080156 | 0.002704 | 0.465609 | 0.489610 | 0.452825 | 0.355509 | 0.992947 | 0.176364 | 0.110455 | -0.066285 | -0.283730 | 0.490664 | -0.182842 | 0.456026 | 0.491294 | 0.435580 | 0.007571 | 0.089317 | 0.375058 | 0.396657 | 0.467444 | -0.049390 | 0.435442 | -0.088923 | -0.053334 | 0.223841 | 0.566073 | -0.001401 | 0.323391 | 0.300759 | 0.654651 | -0.356180 | -0.180692 | 0.130698 | 0.117764 | 0.084531 | 0.344816 | 0.156451 | -0.372401 | -0.086609 | 0.053899 | 0.057516 | -0.256551 | 0.575761 | 0.001839 | -0.057606 |
| X17 | 0.163733 | -0.544813 | 0.370835 | 0.736712 | 0.088506 | 0.130243 | 0.162513 | 0.996058 | -0.105262 | 0.537014 | 0.134053 | 0.493491 | 0.252116 | 0.162513 | -0.060157 | 0.615555 | 1.000000 | 0.162513 | 0.241596 | 0.005803 | -0.081077 | 0.098676 | 0.233382 | 0.163288 | 0.375294 | 0.596081 | 0.113764 | 0.046078 | -0.048810 | -0.330417 | 0.232636 | -0.202873 | 0.499711 | 0.475993 | 0.095252 | -0.151032 | 0.112263 | 0.466375 | 0.140247 | 0.662867 | -0.038959 | 0.160133 | -0.003480 | -0.010138 | 0.089240 | 0.723453 | 0.018710 | 0.093750 | 0.105147 | 0.831668 | -0.461330 | -0.201791 | 0.066458 | 0.052556 | 0.114794 | 0.116375 | 0.002142 | -0.143003 | -0.103356 | 0.018238 | 0.031443 | -0.253537 | 0.537666 | -0.053225 | -0.031228 |
| X18 | 0.986639 | -0.409846 | 0.442423 | 0.202718 | 0.034465 | 0.325531 | 1.000000 | 0.166337 | 0.193914 | 0.422695 | 0.969961 | 0.603397 | 0.675258 | 1.000000 | -0.002336 | 0.539674 | 0.162513 | 1.000000 | 0.783810 | -0.175951 | 0.124484 | 0.903135 | 0.773193 | 0.794610 | 0.438729 | 0.525488 | 0.166575 | 0.176595 | -0.076409 | -0.319063 | 0.758212 | -0.229398 | 0.226051 | 0.256319 | 0.844510 | 0.179329 | 0.071726 | 0.337912 | 0.634590 | 0.144774 | -0.028519 | 0.696843 | -0.147397 | -0.049603 | 0.355941 | 0.219360 | -0.095918 | 0.783074 | 0.638839 | 0.225426 | -0.315154 | -0.225283 | 0.197453 | 0.181724 | 0.092791 | 0.429326 | 0.352301 | -0.477582 | -0.063149 | 0.100846 | 0.026426 | -0.328211 | 0.303828 | 0.090223 | -0.068461 |
| X19 | 0.775848 | -0.431593 | 0.400711 | 0.260552 | 0.064270 | 0.332926 | 0.783810 | 0.243708 | 0.016985 | 0.437083 | 0.745430 | 0.588689 | 0.890262 | 0.783810 | 0.030481 | 0.497678 | 0.241596 | 0.783810 | 1.000000 | -0.129683 | 0.112646 | 0.667262 | 0.986523 | 0.630459 | 0.446765 | 0.485270 | 0.130033 | 0.116335 | 0.018673 | -0.400117 | 0.957691 | -0.212739 | 0.122727 | 0.129073 | 0.609249 | -0.014437 | 0.088900 | 0.352215 | 0.736830 | 0.215940 | -0.013507 | 0.844194 | -0.090249 | -0.010603 | 0.305118 | 0.271102 | -0.026889 | 0.582775 | 0.747298 | 0.267783 | -0.341494 | -0.202069 | 0.133807 | 0.119650 | 0.148336 | 0.491155 | 0.263805 | -0.574792 | -0.038352 | 0.041177 | -0.025011 | -0.355959 | 0.200032 | 0.014160 | -0.062331 |
| X20 | -0.166116 | 0.031391 | 0.086176 | 0.086127 | -0.027454 | -0.044376 | -0.175951 | 0.006013 | -0.291543 | -0.031063 | -0.175185 | -0.080524 | -0.070216 | -0.175951 | 0.011334 | -0.080156 | 0.005803 | -0.175951 | -0.129683 | 1.000000 | -0.038791 | -0.162804 | -0.129364 | -0.145110 | -0.028765 | -0.073231 | -0.033795 | 0.025139 | 0.147849 | 0.248101 | -0.110964 | 0.267343 | -0.179953 | -0.166478 | -0.147522 | -0.360312 | -0.022752 | -0.014896 | -0.089372 | -0.048576 | 0.028128 | -0.090751 | 0.709362 | 0.100738 | -0.161297 | -0.077520 | 0.856265 | -0.126251 | -0.128882 | 0.041095 | 0.015906 | 0.261833 | 0.006982 | 0.021446 | 0.065778 | -0.029123 | -0.101464 | 0.037601 | 0.014412 | -0.246901 | -0.057893 | 0.331738 | -0.175972 | -0.041770 | 0.011333 |
| X21 | 0.126060 | 0.032879 | -0.045951 | -0.084822 | -0.021108 | 0.108872 | 0.124484 | -0.085401 | -0.050987 | -0.049788 | 0.117879 | 0.020486 | 0.089609 | 0.124484 | 0.041970 | 0.002704 | -0.081077 | 0.124484 | 0.112646 | -0.038791 | 1.000000 | 0.142952 | 0.115768 | 0.124527 | 0.058589 | 0.004118 | -0.020798 | 0.010479 | 0.294687 | 0.002963 | 0.099824 | -0.006588 | -0.068392 | -0.111262 | 0.161165 | 0.012966 | 0.030790 | -0.034243 | 0.166705 | -0.072693 | 0.006025 | 0.140311 | -0.041306 | -0.023372 | 0.066374 | -0.078480 | -0.020176 | 0.131628 | 0.133505 | -0.077401 | 0.027408 | -0.004921 | 0.004500 | 0.005072 | 0.032398 | 0.095277 | 0.065847 | -0.078949 | 0.011427 | 0.026082 | -0.020613 | -0.016493 | -0.060314 | 0.016118 | -0.007420 |
| X22 | 0.876430 | -0.286217 | 0.341209 | 0.136194 | 0.018590 | 0.300052 | 0.903135 | 0.102082 | 0.181247 | 0.295361 | 0.913459 | 0.531726 | 0.550605 | 0.903135 | -0.010163 | 0.465609 | 0.098676 | 0.903135 | 0.667262 | -0.162804 | 0.142952 | 1.000000 | 0.646901 | 0.726850 | 0.343091 | 0.445201 | 0.151601 | 0.152922 | -0.042282 | -0.244136 | 0.577615 | -0.197010 | 0.190783 | 0.216593 | 0.931493 | 0.178330 | 0.048518 | 0.247494 | 0.698643 | 0.095544 | -0.060239 | 0.769387 | -0.145972 | -0.059431 | 0.324177 | 0.154957 | -0.117329 | 0.887516 | 0.716684 | 0.158570 | -0.222747 | -0.193301 | 0.167498 | 0.157640 | 0.055866 | 0.345627 | 0.331968 | -0.364656 | -0.044223 | 0.089721 | 0.034640 | -0.263707 | 0.252177 | 0.096452 | -0.069534 |
| X23 | 0.784918 | -0.429401 | 0.395532 | 0.252918 | 0.064919 | 0.331992 | 0.773193 | 0.236517 | 0.026146 | 0.435353 | 0.733017 | 0.578281 | 0.877277 | 0.773193 | 0.035970 | 0.489610 | 0.233382 | 0.773193 | 0.986523 | -0.129364 | 0.115768 | 0.646901 | 1.000000 | 0.623910 | 0.441868 | 0.487623 | 0.127842 | 0.111623 | 0.020666 | -0.398009 | 0.952663 | -0.217489 | 0.125511 | 0.131727 | 0.590967 | -0.001701 | 0.084859 | 0.348669 | 0.716786 | 0.200050 | -0.006169 | 0.819882 | -0.096499 | -0.019713 | 0.302154 | 0.259118 | -0.022049 | 0.562292 | 0.727347 | 0.260079 | -0.337624 | -0.207537 | 0.129579 | 0.115200 | 0.141353 | 0.496963 | 0.264570 | -0.579250 | -0.032286 | 0.039397 | -0.022971 | -0.370201 | 0.202486 | 0.014413 | -0.059399 |
| X24 | 0.787285 | -0.407684 | 0.403532 | 0.193995 | 0.040709 | 0.490410 | 0.794610 | 0.164578 | 0.132152 | 0.413814 | 0.771607 | 0.497148 | 0.542756 | 0.794610 | -0.030456 | 0.452825 | 0.163288 | 0.794610 | 0.630459 | -0.145110 | 0.124527 | 0.726850 | 0.623910 | 1.000000 | 0.459498 | 0.442976 | 0.123601 | 0.129314 | 0.051648 | -0.310352 | 0.605927 | -0.232803 | 0.221095 | 0.195959 | 0.690442 | 0.148177 | 0.099965 | 0.334809 | 0.531756 | 0.131879 | -0.049526 | 0.569465 | -0.139504 | -0.066235 | 0.271297 | 0.200067 | -0.076342 | 0.624877 | 0.521916 | 0.214284 | -0.317111 | -0.229462 | 0.149018 | 0.134026 | 0.127782 | 0.353728 | 0.280683 | -0.384846 | -0.072319 | 0.066447 | 0.029370 | -0.320256 | 0.282624 | 0.049129 | -0.085938 |
| X25 | 0.436367 | -0.767448 | 0.548478 | 0.331881 | 0.060916 | 0.529872 | 0.438729 | 0.372654 | -0.138955 | 0.757566 | 0.372094 | 0.346041 | 0.410671 | 0.438729 | -0.047477 | 0.355509 | 0.375294 | 0.438729 | 0.446765 | -0.028765 | 0.058589 | 0.343091 | 0.441868 | 0.459498 | 1.000000 | 0.341665 | 0.064559 | 0.102452 | 0.193474 | -0.401760 | 0.416707 | -0.310718 | 0.275677 | 0.144851 | 0.336482 | -0.107111 | 0.125578 | 0.656389 | 0.343229 | 0.239491 | -0.062377 | 0.354776 | -0.057902 | -0.055826 | 0.146276 | 0.312888 | 0.010099 | 0.302593 | 0.301669 | 0.363912 | -0.647963 | -0.307320 | 0.139632 | 0.113218 | 0.212301 | 0.219103 | 0.034474 | -0.268924 | -0.103682 | -0.009106 | -0.012495 | -0.400863 | 0.308632 | -0.063167 | -0.088024 |
| X26 | 0.532437 | -0.416987 | 0.366621 | 0.560377 | 0.052184 | 0.192609 | 0.525488 | 0.602347 | 0.039240 | 0.424838 | 0.509245 | 0.851456 | 0.519802 | 0.525488 | -0.052579 | 0.992947 | 0.596081 | 0.525488 | 0.485270 | -0.073231 | 0.004118 | 0.445201 | 0.487623 | 0.442976 | 0.341665 | 1.000000 | 0.174579 | 0.106069 | -0.061535 | -0.272412 | 0.484950 | -0.174316 | 0.442184 | 0.479248 | 0.416507 | 0.006827 | 0.085595 | 0.366082 | 0.379944 | 0.441379 | -0.045811 | 0.416863 | -0.083191 | -0.051479 | 0.216655 | 0.544212 | 0.008507 | 0.297463 | 0.276515 | 0.637144 | -0.347377 | -0.172249 | 0.125893 | 0.113354 | 0.078938 | 0.348357 | 0.156393 | -0.375303 | -0.083219 | 0.048970 | 0.056847 | -0.249746 | 0.563624 | 0.000442 | -0.057172 |
| X27 | 0.166045 | -0.103475 | 0.125219 | 0.107090 | 0.020870 | -0.020667 | 0.166575 | 0.116853 | 0.061342 | 0.109945 | 0.157182 | 0.171340 | 0.110744 | 0.166575 | -0.008095 | 0.176364 | 0.113764 | 0.166575 | 0.130033 | -0.033795 | -0.020798 | 0.151601 | 0.127842 | 0.123601 | 0.064559 | 0.174579 | 1.000000 | 0.106154 | -0.095545 | -0.077989 | 0.119778 | -0.049058 | 0.104584 | 0.159172 | 0.144938 | 0.039858 | 0.025122 | 0.087420 | 0.117644 | 0.078520 | -0.008578 | 0.124192 | -0.026563 | -0.007060 | 0.074317 | 0.108812 | -0.025188 | 0.132866 | 0.114011 | 0.131735 | -0.077205 | -0.048585 | 0.117053 | 0.110669 | -0.010815 | 0.078037 | 0.056512 | -0.084895 | -0.026313 | 0.029179 | 0.007916 | -0.063154 | 0.123487 | 0.070583 | -0.022650 |
| X28 | 0.168447 | -0.112599 | 0.345697 | 0.143508 | 0.027547 | 0.016304 | 0.176595 | 0.048366 | 0.103487 | 0.120849 | 0.179239 | 0.100837 | 0.090133 | 0.176595 | -0.009945 | 0.110455 | 0.046078 | 0.176595 | 0.116335 | 0.025139 | 0.010479 | 0.152922 | 0.111623 | 0.129314 | 0.102452 | 0.106069 | 0.106154 | 1.000000 | -0.152214 | -0.119733 | 0.112381 | -0.068230 | 0.084780 | 0.126988 | 0.151705 | 0.081046 | 0.018386 | 0.074979 | 0.089289 | 0.101464 | -0.007414 | 0.086600 | 0.065012 | 0.069126 | 0.073276 | 0.143167 | 0.034464 | 0.140353 | 0.091506 | 0.154852 | -0.072031 | -0.067316 | 0.974084 | 0.987018 | 0.016349 | 0.089521 | 0.054198 | -0.101362 | -0.048881 | 0.034700 | -0.032480 | -0.091885 | 0.100688 | 0.702362 | -0.017696 |
| X29 | -0.065352 | -0.023119 | -0.170351 | -0.125693 | -0.040914 | 0.269146 | -0.076409 | -0.060449 | -0.463820 | -0.025255 | -0.110755 | -0.050996 | 0.058457 | -0.076409 | 0.019010 | -0.066285 | -0.048810 | -0.076409 | 0.018673 | 0.147849 | 0.294687 | -0.042282 | 0.020666 | 0.051648 | 0.193474 | -0.061535 | -0.095545 | -0.152214 | 1.000000 | 0.186082 | 0.005664 | 0.150153 | -0.244860 | -0.406917 | 0.005500 | -0.357759 | 0.129233 | 0.050002 | 0.139372 | -0.129402 | 0.014136 | 0.079287 | 0.158195 | 0.090152 | -0.082467 | -0.140862 | 0.140044 | -0.020565 | 0.023081 | -0.133970 | -0.088587 | 0.152177 | -0.158452 | -0.155890 | 0.289565 | 0.051083 | -0.072263 | -0.029595 | 0.097073 | -0.138411 | -0.173292 | 0.154402 | -0.235682 | -0.173049 | -0.012940 |
| X30 | -0.311830 | 0.515484 | -0.479877 | -0.314071 | -0.107566 | -0.187878 | -0.319063 | -0.328477 | -0.235213 | -0.511110 | -0.288351 | -0.281527 | -0.285257 | -0.319063 | 0.033207 | -0.283730 | -0.330417 | -0.319063 | -0.400117 | 0.248101 | 0.002963 | -0.244136 | -0.398009 | -0.310352 | -0.401760 | -0.272412 | -0.077989 | -0.119733 | 0.186082 | 1.000000 | -0.351568 | 0.589938 | -0.322489 | -0.296812 | -0.230870 | -0.286652 | -0.094467 | -0.287814 | -0.220532 | -0.300788 | 0.072413 | -0.229581 | 0.380360 | 0.313464 | -0.127933 | -0.321507 | 0.176011 | -0.198772 | -0.283092 | -0.386675 | 0.276640 | 0.576150 | -0.146153 | -0.124435 | -0.137480 | -0.141617 | -0.075320 | 0.217331 | 0.162265 | -0.060894 | -0.110529 | 0.717577 | -0.335055 | -0.069246 | 0.060324 |
| X31 | 0.759347 | -0.407343 | 0.384679 | 0.257244 | 0.063250 | 0.285330 | 0.758212 | 0.235721 | 0.005783 | 0.416636 | 0.726575 | 0.577959 | 0.869481 | 0.758212 | 0.031062 | 0.490664 | 0.232636 | 0.758212 | 0.957691 | -0.110964 | 0.099824 | 0.577615 | 0.952663 | 0.605927 | 0.416707 | 0.484950 | 0.119778 | 0.112381 | 0.005664 | -0.351568 | 1.000000 | -0.172884 | 0.098680 | 0.114290 | 0.527320 | -0.034807 | 0.085866 | 0.347478 | 0.647356 | 0.209233 | 0.008282 | 0.745194 | -0.069745 | 0.001482 | 0.291001 | 0.263878 | 0.009626 | 0.492977 | 0.644955 | 0.255109 | -0.336324 | -0.163399 | 0.129390 | 0.116033 | 0.137720 | 0.525676 | 0.265748 | -0.593184 | -0.025943 | 0.035034 | -0.027037 | -0.323109 | 0.186695 | 0.007678 | -0.061671 |
| X32 | -0.223234 | 0.381048 | -0.400153 | -0.245968 | -0.091417 | -0.170421 | -0.229398 | -0.201888 | -0.252127 | -0.378412 | -0.205197 | -0.191443 | -0.061640 | -0.229398 | 0.044541 | -0.182842 | -0.202873 | -0.229398 | -0.212739 | 0.267343 | -0.006588 | -0.197010 | -0.217489 | -0.232803 | -0.310718 | -0.174316 | -0.049058 | -0.068230 | 0.150153 | 0.589938 | -0.172884 | 1.000000 | -0.384590 | -0.282151 | -0.169018 | -0.311735 | -0.039937 | -0.376664 | -0.081951 | -0.161733 | 0.059864 | -0.123582 | 0.432437 | 0.369645 | -0.074696 | -0.226262 | 0.369974 | -0.232348 | -0.246888 | -0.226495 | 0.387199 | 0.972763 | -0.075766 | -0.069399 | -0.111867 | 0.138774 | -0.043703 | -0.066348 | 0.037030 | -0.061713 | -0.148467 | 0.822232 | -0.375708 | -0.040219 | 0.049938 |
| X33 | 0.222979 | -0.433911 | 0.412000 | 0.628272 | 0.075665 | 0.101316 | 0.226051 | 0.503276 | 0.316567 | 0.438496 | 0.210564 | 0.465098 | 0.065292 | 0.226051 | -0.057462 | 0.456026 | 0.499711 | 0.226051 | 0.122727 | -0.179953 | -0.068392 | 0.190783 | 0.125511 | 0.221095 | 0.275677 | 0.442184 | 0.104584 | 0.084780 | -0.244860 | -0.322489 | 0.098680 | -0.384590 | 1.000000 | 0.785572 | 0.172110 | 0.341982 | 0.029217 | 0.424210 | 0.053984 | 0.449735 | -0.063890 | 0.072258 | -0.273281 | -0.223690 | 0.094154 | 0.577647 | -0.178816 | 0.172927 | 0.112011 | 0.537585 | -0.424773 | -0.382603 | 0.095941 | 0.088489 | 0.038273 | -0.042099 | 0.040144 | 0.010898 | -0.071391 | 0.111917 | 0.249754 | -0.414954 | 0.979498 | 0.046375 | -0.024974 |
| X34 | 0.251163 | -0.355113 | 0.371794 | 0.497673 | 0.066536 | -0.071083 | 0.256319 | 0.490986 | 0.494586 | 0.390229 | 0.261868 | 0.428698 | 0.067182 | 0.256319 | -0.042729 | 0.491294 | 0.475993 | 0.256319 | 0.129073 | -0.166478 | -0.111262 | 0.216593 | 0.131727 | 0.195959 | 0.144851 | 0.479248 | 0.159172 | 0.126988 | -0.406917 | -0.296812 | 0.114290 | -0.282151 | 0.785572 | 1.000000 | 0.197662 | 0.369823 | -0.004261 | 0.306332 | 0.058869 | 0.383554 | -0.039473 | 0.074234 | -0.221513 | -0.162751 | 0.124414 | 0.482487 | -0.152086 | 0.192381 | 0.117689 | 0.561493 | -0.266045 | -0.281220 | 0.149700 | 0.136127 | -0.050508 | 0.011578 | 0.058603 | -0.032927 | -0.099145 | 0.135296 | 0.193137 | -0.310236 | 0.783418 | 0.104211 | -0.014857 |
| X35 | 0.818934 | -0.281696 | 0.338155 | 0.128303 | 0.013616 | 0.299620 | 0.844510 | 0.098226 | 0.166198 | 0.289330 | 0.854108 | 0.494719 | 0.502293 | 0.844510 | -0.011516 | 0.435580 | 0.095252 | 0.844510 | 0.609249 | -0.147522 | 0.161165 | 0.931493 | 0.590967 | 0.690442 | 0.336482 | 0.416507 | 0.144938 | 0.151705 | 0.005500 | -0.230870 | 0.527320 | -0.169018 | 0.172110 | 0.197662 | 1.000000 | 0.166666 | 0.051576 | 0.246500 | 0.783044 | 0.084626 | -0.052707 | 0.700120 | -0.129621 | -0.050113 | 0.301064 | 0.145192 | -0.086148 | 0.824770 | 0.652915 | 0.151980 | -0.218265 | -0.168411 | 0.166330 | 0.157105 | 0.059100 | 0.427554 | 0.316845 | -0.379207 | -0.042354 | 0.081054 | 0.027107 | -0.253671 | 0.241589 | 0.095181 | -0.079822 |
| X36 | 0.170876 | 0.126667 | 0.026828 | -0.109101 | 0.015149 | -0.021889 | 0.179329 | -0.147782 | 0.841171 | -0.115645 | 0.193137 | 0.014167 | -0.129655 | 0.179329 | 0.008900 | 0.007571 | -0.151032 | 0.179329 | -0.014437 | -0.360312 | 0.012966 | 0.178330 | -0.001701 | 0.148177 | -0.107111 | 0.006827 | 0.039858 | 0.081046 | -0.357759 | -0.286652 | -0.034807 | -0.311735 | 0.341982 | 0.369823 | 0.166666 | 1.000000 | -0.015905 | -0.234607 | -0.061875 | -0.096348 | -0.039383 | -0.072713 | -0.458120 | -0.322173 | 0.057079 | -0.084842 | -0.329202 | 0.143422 | 0.061646 | -0.064212 | 0.261170 | -0.309052 | 0.087264 | 0.081860 | -0.077310 | -0.089130 | 0.123156 | 0.074876 | -0.073231 | 0.190607 | 0.324445 | -0.335452 | 0.313072 | 0.281764 | 0.027772 |
| X37 | 0.067557 | -0.121053 | 0.105993 | 0.094566 | 0.012804 | 0.103846 | 0.071726 | 0.109780 | -0.047075 | 0.114424 | 0.057894 | 0.074612 | 0.072439 | 0.071726 | -0.020704 | 0.089317 | 0.112263 | 0.071726 | 0.088900 | -0.022752 | 0.030790 | 0.048518 | 0.084859 | 0.099965 | 0.125578 | 0.085595 | 0.025122 | 0.018386 | 0.129233 | -0.094467 | 0.085866 | -0.039937 | 0.029217 | -0.004261 | 0.051576 | -0.015905 | 1.000000 | 0.048974 | 0.061271 | 0.075930 | -0.022549 | 0.058580 | 0.017697 | 0.045470 | 0.011393 | 0.100933 | -0.011682 | 0.052005 | 0.059839 | 0.124042 | -0.050310 | -0.039844 | 0.023789 | 0.016390 | 0.144625 | 0.042364 | 0.016838 | -0.048185 | -0.060041 | -0.007301 | -0.045635 | -0.047391 | 0.039113 | 0.005128 | -0.024150 |
| X38 | 0.341939 | -0.841042 | 0.640356 | 0.466171 | 0.098344 | 0.298124 | 0.337912 | 0.472540 | -0.165460 | 0.861056 | 0.287901 | 0.346062 | 0.375498 | 0.337912 | -0.062880 | 0.375058 | 0.466375 | 0.337912 | 0.352215 | -0.014896 | -0.034243 | 0.247494 | 0.348669 | 0.334809 | 0.656389 | 0.366082 | 0.087420 | 0.074979 | 0.050002 | -0.287814 | 0.347478 | -0.376664 | 0.424210 | 0.306332 | 0.246500 | -0.234607 | 0.048974 | 1.000000 | 0.283458 | 0.336580 | -0.041258 | 0.291070 | -0.056072 | -0.065733 | 0.130613 | 0.430319 | 0.031066 | 0.202979 | 0.192626 | 0.416876 | -0.959706 | -0.371959 | 0.102436 | 0.095230 | 0.203732 | 0.233128 | -0.029495 | -0.255773 | 0.010512 | 0.004208 | 0.046176 | -0.485576 | 0.455369 | -0.152334 | -0.100520 |
| X39 | 0.616955 | -0.295129 | 0.283452 | 0.162862 | 0.030064 | 0.316429 | 0.634590 | 0.142506 | -0.028875 | 0.296295 | 0.637394 | 0.471700 | 0.646297 | 0.634590 | 0.018756 | 0.396657 | 0.140247 | 0.634590 | 0.736830 | -0.089372 | 0.166705 | 0.698643 | 0.716786 | 0.531756 | 0.343229 | 0.379944 | 0.117644 | 0.089289 | 0.139372 | -0.220532 | 0.647356 | -0.081951 | 0.053984 | 0.058869 | 0.783044 | -0.061875 | 0.061271 | 0.283458 | 1.000000 | 0.126286 | -0.037053 | 0.871696 | -0.058524 | -0.002124 | 0.250594 | 0.174790 | 0.004233 | 0.624273 | 0.769741 | 0.165935 | -0.263667 | -0.086834 | 0.100414 | 0.093638 | 0.104996 | 0.568681 | 0.224688 | -0.488765 | -0.006742 | 0.025879 | -0.029419 | -0.229114 | 0.132591 | 0.007425 | -0.093586 |
| X40 | 0.136904 | -0.354403 | 0.393828 | 0.833868 | 0.115386 | 0.056704 | 0.144774 | 0.662747 | -0.055565 | 0.358121 | 0.132692 | 0.416491 | 0.226132 | 0.144774 | -0.047946 | 0.467444 | 0.662867 | 0.144774 | 0.215940 | -0.048576 | -0.072693 | 0.095544 | 0.200050 | 0.131879 | 0.239491 | 0.441379 | 0.078520 | 0.101464 | -0.129402 | -0.300788 | 0.209233 | -0.161733 | 0.449735 | 0.383554 | 0.084626 | -0.096348 | 0.075930 | 0.336580 | 0.126286 | 1.000000 | -0.025342 | 0.158630 | -0.059655 | -0.040461 | 0.105545 | 0.913204 | -0.030649 | 0.092078 | 0.106085 | 0.781439 | -0.334300 | -0.160502 | 0.112573 | 0.104340 | 0.091910 | 0.107425 | 0.014414 | -0.128629 | -0.062529 | 0.048518 | 0.061018 | -0.198645 | 0.477129 | -0.009735 | -0.008780 |
| X41 | -0.019913 | 0.076737 | -0.043955 | -0.039825 | -0.022939 | -0.055246 | -0.028519 | -0.037450 | -0.021923 | -0.070178 | -0.031378 | -0.035942 | -0.042940 | -0.028519 | 0.090275 | -0.049390 | -0.038959 | -0.028519 | -0.013507 | 0.028128 | 0.006025 | -0.060239 | -0.006169 | -0.049526 | -0.062377 | -0.045811 | -0.008578 | -0.007414 | 0.014136 | 0.072413 | 0.008282 | 0.059864 | -0.063890 | -0.039473 | -0.052707 | -0.039383 | -0.022549 | -0.041258 | -0.037053 | -0.025342 | 1.000000 | -0.041829 | 0.030082 | 0.017131 | -0.001336 | -0.038027 | 0.036752 | -0.017951 | -0.002945 | -0.044398 | 0.038558 | 0.061399 | -0.012272 | -0.010501 | -0.021627 | 0.076556 | 0.007214 | -0.065768 | 0.029000 | -0.002459 | -0.021777 | 0.048606 | -0.055900 | -0.002059 | 0.003571 |
| X42 | 0.677517 | -0.303822 | 0.292865 | 0.189831 | 0.041149 | 0.317320 | 0.696843 | 0.162938 | -0.035255 | 0.306321 | 0.698619 | 0.521563 | 0.745733 | 0.696843 | 0.022185 | 0.435442 | 0.160133 | 0.696843 | 0.844194 | -0.090751 | 0.140311 | 0.769387 | 0.819882 | 0.569465 | 0.354776 | 0.416863 | 0.124192 | 0.086600 | 0.079287 | -0.229581 | 0.745194 | -0.123582 | 0.072258 | 0.074234 | 0.700120 | -0.072713 | 0.058580 | 0.291070 | 0.871696 | 0.158630 | -0.041829 | 1.000000 | -0.056888 | 0.001427 | 0.276541 | 0.203442 | -0.024542 | 0.688680 | 0.877400 | 0.188691 | -0.277710 | -0.116384 | 0.097412 | 0.090047 | 0.104359 | 0.455326 | 0.240833 | -0.477028 | -0.006503 | 0.028944 | -0.028846 | -0.231775 | 0.139941 | 0.004044 | -0.074775 |
| X43 | -0.139574 | 0.059635 | 0.119385 | 0.081166 | 0.004207 | -0.059388 | -0.147397 | -0.003550 | -0.366556 | -0.058512 | -0.147263 | -0.085018 | -0.022117 | -0.147397 | 0.015600 | -0.088923 | -0.003480 | -0.147397 | -0.090249 | 0.709362 | -0.041306 | -0.145972 | -0.096499 | -0.139504 | -0.057902 | -0.083191 | -0.026563 | 0.065012 | 0.158195 | 0.380360 | -0.069745 | 0.432437 | -0.273281 | -0.221513 | -0.129621 | -0.458120 | 0.017697 | -0.056072 | -0.058524 | -0.059655 | 0.030082 | -0.056888 | 1.000000 | 0.772718 | -0.085119 | 0.011152 | 0.613574 | -0.096077 | -0.112619 | 0.051535 | 0.061787 | 0.423923 | 0.047106 | 0.059489 | 0.082706 | -0.009190 | -0.070424 | 0.016776 | 0.001598 | -0.150907 | -0.303414 | 0.513064 | -0.265085 | -0.027379 | 0.016609 |
| X44 | -0.047417 | 0.055907 | 0.090909 | 0.037006 | 0.030663 | -0.043865 | -0.049603 | -0.010426 | -0.254857 | -0.054618 | -0.050103 | -0.047489 | 0.032014 | -0.049603 | 0.011813 | -0.053334 | -0.010138 | -0.049603 | -0.010603 | 0.100738 | -0.023372 | -0.059431 | -0.019713 | -0.066235 | -0.055826 | -0.051479 | -0.007060 | 0.069126 | 0.090152 | 0.313464 | 0.001482 | 0.369645 | -0.223690 | -0.162751 | -0.050113 | -0.322173 | 0.045470 | -0.065733 | -0.002124 | -0.040461 | 0.017131 | 0.001427 | 0.772718 | 1.000000 | 0.025108 | 0.085552 | 0.094970 | -0.021920 | -0.042900 | 0.035735 | 0.072890 | 0.362589 | 0.060203 | 0.064656 | 0.057507 | 0.013255 | -0.008032 | -0.010183 | -0.010724 | 0.009337 | -0.376143 | 0.425461 | -0.215705 | -0.001031 | 0.013238 |
| X45 | 0.350532 | -0.155660 | 0.146708 | 0.082481 | 0.025849 | 0.068096 | 0.355941 | 0.091217 | 0.077509 | 0.161853 | 0.350193 | 0.237528 | 0.270822 | 0.355941 | -0.007698 | 0.223841 | 0.089240 | 0.355941 | 0.305118 | -0.161297 | 0.066374 | 0.324177 | 0.302154 | 0.271297 | 0.146276 | 0.216655 | 0.074317 | 0.073276 | -0.082467 | -0.127933 | 0.291001 | -0.074696 | 0.094154 | 0.124414 | 0.301064 | 0.057079 | 0.011393 | 0.130613 | 0.250594 | 0.105545 | -0.001336 | 0.276541 | -0.085119 | 0.025108 | 1.000000 | 0.137950 | -0.137906 | 0.282835 | 0.244851 | 0.094236 | -0.121360 | -0.073676 | 0.077512 | 0.076795 | 0.011009 | 0.160820 | 0.121293 | -0.186959 | -0.022618 | 0.600167 | 0.023297 | -0.110756 | 0.123616 | 0.037664 | -0.029353 |
| X46 | 0.213905 | -0.446511 | 0.515663 | 0.934951 | 0.129611 | 0.090086 | 0.219360 | 0.725760 | -0.039211 | 0.452207 | 0.202294 | 0.530777 | 0.272438 | 0.219360 | -0.058577 | 0.566073 | 0.723453 | 0.219360 | 0.271102 | -0.077520 | -0.078480 | 0.154957 | 0.259118 | 0.200067 | 0.312888 | 0.544212 | 0.108812 | 0.143167 | -0.140862 | -0.321507 | 0.263878 | -0.226262 | 0.577647 | 0.482487 | 0.145192 | -0.084842 | 0.100933 | 0.430319 | 0.174790 | 0.913204 | -0.038027 | 0.203442 | 0.011152 | 0.085552 | 0.137950 | 1.000000 | -0.048159 | 0.143204 | 0.148818 | 0.859082 | -0.426747 | -0.224233 | 0.154076 | 0.145691 | 0.120984 | 0.143548 | 0.035162 | -0.168964 | -0.075252 | 0.065010 | -0.031211 | -0.274846 | 0.615789 | 0.005258 | -0.033125 |
| X47 | -0.083304 | -0.015461 | 0.127425 | 0.102330 | -0.019841 | -0.022917 | -0.095918 | 0.020398 | -0.252463 | 0.020338 | -0.094852 | -0.020429 | 0.099811 | -0.095918 | 0.011564 | -0.001401 | 0.018710 | -0.095918 | -0.026889 | 0.856265 | -0.020176 | -0.117329 | -0.022049 | -0.076342 | 0.010099 | 0.008507 | -0.025188 | 0.034464 | 0.140044 | 0.176011 | 0.009626 | 0.369974 | -0.178816 | -0.152086 | -0.086148 | -0.329202 | -0.011682 | 0.031066 | 0.004233 | -0.030649 | 0.036752 | -0.024542 | 0.613574 | 0.094970 | -0.137906 | -0.048159 | 1.000000 | -0.179791 | -0.151901 | 0.060561 | -0.026162 | 0.392490 | 0.022826 | 0.032616 | 0.077128 | 0.257342 | -0.064166 | -0.232283 | 0.007000 | -0.224357 | -0.052987 | 0.237804 | -0.141702 | -0.038733 | -0.011240 |
| X48 | 0.756402 | -0.243047 | 0.305507 | 0.124996 | 0.020984 | 0.269100 | 0.783074 | 0.096212 | 0.141969 | 0.248633 | 0.790908 | 0.460739 | 0.309665 | 0.783074 | 0.008836 | 0.323391 | 0.093750 | 0.783074 | 0.582775 | -0.126251 | 0.131628 | 0.887516 | 0.562292 | 0.624877 | 0.302593 | 0.297463 | 0.132866 | 0.140353 | -0.020565 | -0.198772 | 0.492977 | -0.232348 | 0.172927 | 0.192381 | 0.824770 | 0.143422 | 0.052005 | 0.202979 | 0.624273 | 0.092078 | -0.017951 | 0.688680 | -0.096077 | -0.021920 | 0.282835 | 0.143204 | -0.179791 | 1.000000 | 0.820766 | 0.145493 | -0.180451 | -0.229831 | 0.153156 | 0.142376 | 0.054574 | 0.139864 | 0.284833 | -0.161034 | -0.028115 | 0.082440 | 0.013645 | -0.203045 | 0.206420 | 0.100942 | -0.040340 |
| X49 | 0.617883 | -0.238018 | 0.278593 | 0.137404 | 0.039527 | 0.283360 | 0.638839 | 0.109454 | 0.064570 | 0.240910 | 0.641463 | 0.454465 | 0.442252 | 0.638839 | 0.039361 | 0.300759 | 0.105147 | 0.638839 | 0.747298 | -0.128882 | 0.133505 | 0.716684 | 0.727347 | 0.521916 | 0.301669 | 0.276515 | 0.114011 | 0.091506 | 0.023081 | -0.283092 | 0.644955 | -0.246888 | 0.112011 | 0.117689 | 0.652915 | 0.061646 | 0.059839 | 0.192626 | 0.769741 | 0.106085 | -0.002945 | 0.877400 | -0.112619 | -0.042900 | 0.244851 | 0.148818 | -0.151901 | 0.820766 | 1.000000 | 0.157492 | -0.174334 | -0.240100 | 0.102892 | 0.092193 | 0.081333 | 0.238021 | 0.229709 | -0.267113 | -0.014139 | 0.044723 | -0.001989 | -0.257580 | 0.149467 | 0.046456 | -0.046225 |
| X50 | 0.221475 | -0.506156 | 0.547184 | 0.880694 | 0.104870 | 0.122782 | 0.225426 | 0.834378 | -0.027853 | 0.508481 | 0.203763 | 0.528408 | 0.249404 | 0.225426 | -0.058215 | 0.654651 | 0.831668 | 0.225426 | 0.267783 | 0.041095 | -0.077401 | 0.158570 | 0.260079 | 0.214284 | 0.363912 | 0.637144 | 0.131735 | 0.154852 | -0.133970 | -0.386675 | 0.255109 | -0.226495 | 0.537585 | 0.561493 | 0.151980 | -0.064212 | 0.124042 | 0.416876 | 0.165935 | 0.781439 | -0.044398 | 0.188691 | 0.051535 | 0.035735 | 0.094236 | 0.859082 | 0.060561 | 0.145493 | 0.157492 | 1.000000 | -0.399049 | -0.224944 | 0.177078 | 0.161656 | 0.127415 | 0.141240 | 0.030840 | -0.168979 | -0.114656 | 0.013950 | -0.013820 | -0.269352 | 0.581317 | 0.015716 | -0.033532 |
| X51 | -0.320006 | 0.840906 | -0.644080 | -0.463965 | -0.096546 | -0.305172 | -0.315154 | -0.458230 | 0.203235 | -0.830838 | -0.260414 | -0.334079 | -0.372369 | -0.315154 | 0.060913 | -0.356180 | -0.461330 | -0.315154 | -0.341494 | 0.015906 | 0.027408 | -0.222747 | -0.337624 | -0.317111 | -0.647963 | -0.347377 | -0.077205 | -0.072031 | -0.088587 | 0.276640 | -0.336324 | 0.387199 | -0.424773 | -0.266045 | -0.218265 | 0.261170 | -0.050310 | -0.959706 | -0.263667 | -0.334300 | 0.038558 | -0.277710 | 0.061787 | 0.072890 | -0.121360 | -0.426747 | -0.026162 | -0.180451 | -0.174334 | -0.399049 | 1.000000 | 0.382309 | -0.084885 | -0.076429 | -0.222813 | -0.215415 | 0.044828 | 0.243486 | -0.010545 | 0.003072 | -0.046172 | 0.496041 | -0.453166 | 0.169457 | 0.093360 |
| X52 | -0.219269 | 0.377787 | -0.395206 | -0.244076 | -0.085069 | -0.170262 | -0.225283 | -0.200851 | -0.249975 | -0.375426 | -0.201567 | -0.189401 | -0.052452 | -0.225283 | 0.047427 | -0.180692 | -0.201791 | -0.225283 | -0.202069 | 0.261833 | -0.004921 | -0.193301 | -0.207537 | -0.229462 | -0.307320 | -0.172249 | -0.048585 | -0.067316 | 0.152177 | 0.576150 | -0.163399 | 0.972763 | -0.382603 | -0.281220 | -0.168411 | -0.309052 | -0.039844 | -0.371959 | -0.086834 | -0.160502 | 0.061399 | -0.116384 | 0.423923 | 0.362589 | -0.073676 | -0.224233 | 0.392490 | -0.229831 | -0.240100 | -0.224944 | 0.382309 | 1.000000 | -0.074897 | -0.068487 | -0.110844 | 0.145773 | -0.042516 | -0.078105 | 0.037367 | -0.061097 | -0.146697 | 0.804552 | -0.372305 | -0.039695 | 0.038358 |
| X53 | 0.189630 | -0.159130 | 0.348739 | 0.152028 | 0.028907 | 0.029109 | 0.197453 | 0.069524 | 0.112831 | 0.170387 | 0.197028 | 0.115530 | 0.104135 | 0.197453 | -0.015805 | 0.130698 | 0.066458 | 0.197453 | 0.133807 | 0.006982 | 0.004500 | 0.167498 | 0.129579 | 0.149018 | 0.139632 | 0.125893 | 0.117053 | 0.974084 | -0.158452 | -0.146153 | 0.129390 | -0.075766 | 0.095941 | 0.149700 | 0.166330 | 0.087264 | 0.023789 | 0.102436 | 0.100414 | 0.112573 | -0.012272 | 0.097412 | 0.047106 | 0.060203 | 0.077512 | 0.154076 | 0.022826 | 0.153156 | 0.102892 | 0.177078 | -0.084885 | -0.074897 | 1.000000 | 0.986232 | 0.012826 | 0.095945 | 0.052422 | -0.106745 | -0.057886 | 0.031974 | -0.028344 | -0.102698 | 0.113383 | 0.683742 | -0.020705 |
| X54 | 0.173884 | -0.125351 | 0.342617 | 0.145963 | 0.028045 | 0.017654 | 0.181724 | 0.055652 | 0.107408 | 0.136936 | 0.184450 | 0.105207 | 0.095291 | 0.181724 | -0.015196 | 0.117764 | 0.052556 | 0.181724 | 0.119650 | 0.021446 | 0.005072 | 0.157640 | 0.115200 | 0.134026 | 0.113218 | 0.113354 | 0.110669 | 0.987018 | -0.155890 | -0.124435 | 0.116033 | -0.069399 | 0.088489 | 0.136127 | 0.157105 | 0.081860 | 0.016390 | 0.095230 | 0.093638 | 0.104340 | -0.010501 | 0.090047 | 0.059489 | 0.064656 | 0.076795 | 0.145691 | 0.032616 | 0.142376 | 0.092193 | 0.161656 | -0.076429 | -0.068487 | 0.986232 | 1.000000 | 0.013587 | 0.094793 | 0.052615 | -0.106196 | -0.047383 | 0.036630 | -0.030114 | -0.094265 | 0.105133 | 0.700246 | -0.017358 |
| X55 | 0.088845 | -0.218114 | 0.258463 | 0.132158 | 0.039220 | 0.186310 | 0.092791 | 0.109181 | -0.080879 | 0.198194 | 0.073451 | 0.080612 | 0.143507 | 0.092791 | 0.000990 | 0.084531 | 0.114794 | 0.092791 | 0.148336 | 0.065778 | 0.032398 | 0.055866 | 0.141353 | 0.127782 | 0.212301 | 0.078938 | -0.010815 | 0.016349 | 0.289565 | -0.137480 | 0.137720 | -0.111867 | 0.038273 | -0.050508 | 0.059100 | -0.077310 | 0.144625 | 0.203732 | 0.104996 | 0.091910 | -0.021627 | 0.104359 | 0.082706 | 0.057507 | 0.011009 | 0.120984 | 0.077128 | 0.054574 | 0.081333 | 0.127415 | -0.222813 | -0.110844 | 0.012826 | 0.013587 | 1.000000 | 0.080259 | 0.005900 | -0.089326 | -0.012464 | -0.035007 | -0.058627 | -0.156909 | 0.048683 | -0.023004 | -0.030398 |
| X56 | 0.435000 | -0.222276 | 0.250272 | 0.145858 | 0.023667 | 0.147578 | 0.429326 | 0.124427 | -0.021549 | 0.240077 | 0.428095 | 0.326960 | 0.590806 | 0.429326 | 0.013235 | 0.344816 | 0.116375 | 0.429326 | 0.491155 | -0.029123 | 0.095277 | 0.345627 | 0.496963 | 0.353728 | 0.219103 | 0.348357 | 0.078037 | 0.089521 | 0.051083 | -0.141617 | 0.525676 | 0.138774 | -0.042099 | 0.011578 | 0.427554 | -0.089130 | 0.042364 | 0.233128 | 0.568681 | 0.107425 | 0.076556 | 0.455326 | -0.009190 | 0.013255 | 0.160820 | 0.143548 | 0.257342 | 0.139864 | 0.238021 | 0.141240 | -0.215415 | 0.145773 | 0.095945 | 0.094793 | 0.080259 | 1.000000 | 0.160037 | -0.906313 | -0.021539 | -0.008246 | -0.029046 | -0.173513 | 0.087837 | -0.000409 | -0.051493 |
| X57 | 0.353280 | 0.022821 | 0.065403 | 0.025678 | -0.018842 | 0.078581 | 0.352301 | 0.004321 | 0.117980 | -0.011267 | 0.357253 | 0.181255 | 0.218241 | 0.352301 | 0.018807 | 0.156451 | 0.002142 | 0.352301 | 0.263805 | -0.101464 | 0.065847 | 0.331968 | 0.264570 | 0.280683 | 0.034474 | 0.156393 | 0.056512 | 0.054198 | -0.072263 | -0.075320 | 0.265748 | -0.043703 | 0.040144 | 0.058603 | 0.316845 | 0.123156 | 0.016838 | -0.029495 | 0.224688 | 0.014414 | 0.007214 | 0.240833 | -0.070424 | -0.008032 | 0.121293 | 0.035162 | -0.064166 | 0.284833 | 0.229709 | 0.030840 | 0.044828 | -0.042516 | 0.052422 | 0.052615 | 0.005900 | 0.160037 | 1.000000 | -0.164609 | -0.221448 | 0.046434 | -0.005078 | -0.076708 | 0.065729 | 0.074096 | -0.029232 |
| X58 | -0.483490 | 0.274437 | -0.286991 | -0.173743 | -0.030546 | -0.165564 | -0.477582 | -0.150837 | 0.015789 | -0.289825 | -0.441766 | -0.360123 | -0.659523 | -0.477582 | -0.016028 | -0.372401 | -0.143003 | -0.477582 | -0.574792 | 0.037601 | -0.078949 | -0.364656 | -0.579250 | -0.384846 | -0.268924 | -0.375303 | -0.084895 | -0.101362 | -0.029595 | 0.217331 | -0.593184 | -0.066348 | 0.010898 | -0.032927 | -0.379207 | 0.074876 | -0.048185 | -0.255773 | -0.488765 | -0.128629 | -0.065768 | -0.477028 | 0.016776 | -0.010183 | -0.186959 | -0.168964 | -0.232283 | -0.161034 | -0.267113 | -0.168979 | 0.243486 | -0.078105 | -0.106745 | -0.106196 | -0.089326 | -0.906313 | -0.164609 | 1.000000 | 0.032429 | -0.006204 | 0.036410 | 0.223040 | -0.109416 | -0.006769 | 0.027121 |
| X59 | -0.055023 | 0.167093 | -0.106926 | -0.071209 | 0.003304 | 0.005976 | -0.063149 | -0.102770 | -0.067810 | -0.165695 | -0.059206 | -0.058178 | -0.027321 | -0.063149 | 0.067635 | -0.086609 | -0.103356 | -0.063149 | -0.038352 | 0.014412 | 0.011427 | -0.044223 | -0.032286 | -0.072319 | -0.103682 | -0.083219 | -0.026313 | -0.048881 | 0.097073 | 0.162265 | -0.025943 | 0.037030 | -0.071391 | -0.099145 | -0.042354 | -0.073231 | -0.060041 | 0.010512 | -0.006742 | -0.062529 | 0.029000 | -0.006503 | 0.001598 | -0.010724 | -0.022618 | -0.075252 | 0.007000 | -0.028115 | -0.014139 | -0.114656 | -0.010545 | 0.037367 | -0.057886 | -0.047383 | -0.012464 | -0.021539 | -0.221448 | 0.032429 | 1.000000 | -0.015115 | -0.027642 | 0.042557 | -0.077391 | -0.038580 | 0.011717 |
| X60 | 0.093349 | -0.010320 | 0.005624 | 0.002257 | 0.015535 | -0.010261 | 0.100846 | 0.019644 | 0.182974 | 0.014593 | 0.101668 | 0.047720 | 0.018943 | 0.100846 | -0.005849 | 0.053899 | 0.018238 | 0.100846 | 0.041177 | -0.246901 | 0.026082 | 0.089721 | 0.039397 | 0.066447 | -0.009106 | 0.048970 | 0.029179 | 0.034700 | -0.138411 | -0.060894 | 0.035034 | -0.061713 | 0.111917 | 0.135296 | 0.081054 | 0.190607 | -0.007301 | 0.004208 | 0.025879 | 0.048518 | -0.002459 | 0.028944 | -0.150907 | 0.009337 | 0.600167 | 0.065010 | -0.224357 | 0.082440 | 0.044723 | 0.013950 | 0.003072 | -0.061097 | 0.031974 | 0.036630 | -0.035007 | -0.008246 | 0.046434 | -0.006204 | -0.015115 | 1.000000 | 0.068318 | -0.065268 | 0.107102 | 0.067387 | 0.003329 |
| X61 | 0.025224 | -0.034381 | -0.081993 | -0.004392 | -0.000927 | -0.000416 | 0.026426 | 0.032587 | 0.255742 | 0.039214 | 0.032009 | 0.053524 | -0.044217 | 0.026426 | -0.016256 | 0.057516 | 0.031443 | 0.026426 | -0.025011 | -0.057893 | -0.020613 | 0.034640 | -0.022971 | 0.029370 | -0.012495 | 0.056847 | 0.007916 | -0.032480 | -0.173292 | -0.110529 | -0.027037 | -0.148467 | 0.249754 | 0.193137 | 0.027107 | 0.324445 | -0.045635 | 0.046176 | -0.029419 | 0.061018 | -0.021777 | -0.028846 | -0.303414 | -0.376143 | 0.023297 | -0.031211 | -0.052987 | 0.013645 | -0.001989 | -0.013820 | -0.046172 | -0.146697 | -0.028344 | -0.030114 | -0.058627 | -0.029046 | -0.005078 | 0.036410 | -0.027642 | 0.068318 | 1.000000 | -0.157605 | 0.245070 | 0.000794 | 0.019071 |
| X62 | -0.325346 | 0.487714 | -0.510469 | -0.294623 | -0.119662 | -0.216723 | -0.328211 | -0.253880 | -0.279118 | -0.488517 | -0.299548 | -0.244005 | -0.270197 | -0.328211 | 0.031658 | -0.256551 | -0.253537 | -0.328211 | -0.355959 | 0.331738 | -0.016493 | -0.263707 | -0.370201 | -0.320256 | -0.400863 | -0.249746 | -0.063154 | -0.091885 | 0.154402 | 0.717577 | -0.323109 | 0.822232 | -0.414954 | -0.310236 | -0.253671 | -0.335452 | -0.047391 | -0.485576 | -0.229114 | -0.198645 | 0.048606 | -0.231775 | 0.513064 | 0.425461 | -0.110756 | -0.274846 | 0.237804 | -0.203045 | -0.257580 | -0.269352 | 0.496041 | 0.804552 | -0.102698 | -0.094265 | -0.156909 | -0.173513 | -0.076708 | 0.223040 | 0.042557 | -0.065268 | -0.157605 | 1.000000 | -0.426805 | -0.043249 | 0.069831 |
| X63 | 0.301502 | -0.463818 | 0.445796 | 0.667574 | 0.079057 | 0.119409 | 0.303828 | 0.542905 | 0.299664 | 0.471270 | 0.289008 | 0.586723 | 0.155366 | 0.303828 | -0.061490 | 0.575761 | 0.537666 | 0.303828 | 0.200032 | -0.175972 | -0.060314 | 0.252177 | 0.202486 | 0.282624 | 0.308632 | 0.563624 | 0.123487 | 0.100688 | -0.235682 | -0.335055 | 0.186695 | -0.375708 | 0.979498 | 0.783418 | 0.241589 | 0.313072 | 0.039113 | 0.455369 | 0.132591 | 0.477129 | -0.055900 | 0.139941 | -0.265085 | -0.215705 | 0.123616 | 0.615789 | -0.141702 | 0.206420 | 0.149467 | 0.581317 | -0.453166 | -0.372305 | 0.113383 | 0.105133 | 0.048683 | 0.087837 | 0.065729 | -0.109416 | -0.077391 | 0.107102 | 0.245070 | -0.426805 | 1.000000 | 0.043687 | -0.038279 |
| X64 | 0.084148 | 0.092525 | 0.132786 | -0.004492 | 0.008778 | -0.045770 | 0.090223 | -0.051475 | 0.278272 | -0.083674 | 0.107017 | 0.006658 | -0.027606 | 0.090223 | 0.004497 | 0.001839 | -0.053225 | 0.090223 | 0.014160 | -0.041770 | 0.016118 | 0.096452 | 0.014413 | 0.049129 | -0.063167 | 0.000442 | 0.070583 | 0.702362 | -0.173049 | -0.069246 | 0.007678 | -0.040219 | 0.046375 | 0.104211 | 0.095181 | 0.281764 | 0.005128 | -0.152334 | 0.007425 | -0.009735 | -0.002059 | 0.004044 | -0.027379 | -0.001031 | 0.037664 | 0.005258 | -0.038733 | 0.100942 | 0.046456 | 0.015716 | 0.169457 | -0.039695 | 0.683742 | 0.700246 | -0.023004 | -0.000409 | 0.074096 | -0.006769 | -0.038580 | 0.067387 | 0.000794 | -0.043249 | 0.043687 | 1.000000 | 0.012377 |
| Y | -0.069069 | 0.087193 | -0.086340 | -0.030725 | -0.020537 | -0.064306 | -0.068461 | -0.031821 | 0.007015 | -0.088453 | -0.072805 | -0.059604 | -0.073614 | -0.068461 | 0.021812 | -0.057606 | -0.031228 | -0.068461 | -0.062331 | 0.011333 | -0.007420 | -0.069534 | -0.059399 | -0.085938 | -0.088024 | -0.057172 | -0.022650 | -0.017696 | -0.012940 | 0.060324 | -0.061671 | 0.049938 | -0.024974 | -0.014857 | -0.079822 | 0.027772 | -0.024150 | -0.100520 | -0.093586 | -0.008780 | 0.003571 | -0.074775 | 0.016609 | 0.013238 | -0.029353 | -0.033125 | -0.011240 | -0.040340 | -0.046225 | -0.033532 | 0.093360 | 0.038358 | -0.020705 | -0.017358 | -0.030398 | -0.051493 | -0.029232 | 0.027121 | 0.011717 | 0.003329 | 0.019071 | 0.069831 | -0.038279 | 0.012377 | 1.000000 |
-------------------------------------------------------------------------- For df3
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | X11 | X12 | X13 | X14 | X15 | X16 | X17 | X18 | X19 | X20 | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | X29 | X30 | X31 | X32 | X33 | X34 | X35 | X36 | X37 | X38 | X39 | X40 | X41 | X42 | X43 | X44 | X45 | X46 | X47 | X48 | X49 | X50 | X51 | X52 | X53 | X54 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X62 | X63 | X64 | Y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | 1.000000 | -0.333207 | 0.337610 | 0.141975 | 0.050033 | 0.286398 | 0.984154 | 0.120637 | 0.170008 | 0.341073 | 0.947552 | 0.591114 | 0.656002 | 0.984154 | -0.001975 | 0.501202 | 0.118840 | 0.984154 | 0.779537 | -0.161658 | 0.207217 | 0.892521 | 0.790411 | 0.716112 | 0.364312 | 0.496045 | 0.170086 | 0.135103 | 0.027611 | -0.227222 | 0.746461 | -0.151778 | 0.193790 | 0.194526 | 0.830574 | 0.182025 | 0.042977 | 0.296528 | 0.637947 | 0.100669 | -0.016003 | 0.707970 | -0.138426 | -0.044501 | 0.325824 | 0.148861 | -0.075709 | 0.768844 | 0.641447 | 0.152423 | -0.276578 | -0.150625 | 0.146644 | 0.138430 | 0.087559 | 0.449324 | 0.315941 | -0.475262 | -0.034502 | 0.066428 | 0.039612 | -0.253080 | 0.271166 | 0.077265 | -0.110029 |
| X2 | -0.333207 | 1.000000 | -0.676097 | -0.461289 | -0.142233 | -0.386245 | -0.331751 | -0.533810 | 0.117662 | -0.984867 | -0.274413 | -0.332468 | -0.332292 | -0.331751 | 0.102200 | -0.382716 | -0.537905 | -0.331751 | -0.345551 | 0.025926 | 0.079506 | -0.249901 | -0.339619 | -0.405196 | -0.769793 | -0.370868 | -0.059193 | -0.136738 | -0.064761 | 0.507255 | -0.306043 | 0.372884 | -0.417148 | -0.343339 | -0.242112 | 0.140063 | -0.102419 | -0.826788 | -0.259108 | -0.349024 | 0.062119 | -0.265636 | 0.039327 | 0.031232 | -0.138075 | -0.430831 | -0.018458 | -0.210385 | -0.203276 | -0.500252 | 0.823765 | 0.372251 | -0.178161 | -0.148968 | -0.207182 | -0.196439 | 0.088669 | 0.224599 | 0.176337 | -0.023733 | -0.023462 | 0.470506 | -0.442297 | 0.094726 | 0.112857 |
| X3 | 0.337610 | -0.676097 | 1.000000 | 0.549477 | 0.180191 | 0.247972 | 0.346800 | 0.378505 | 0.064023 | 0.682212 | 0.322937 | 0.305438 | 0.237258 | 0.346800 | -0.069371 | 0.324299 | 0.376594 | 0.346800 | 0.305992 | 0.079079 | -0.031975 | 0.274316 | 0.297216 | 0.400523 | 0.529799 | 0.308148 | 0.082059 | 0.363976 | -0.156718 | -0.471649 | 0.280858 | -0.408581 | 0.416420 | 0.374208 | 0.265169 | 0.023969 | 0.075075 | 0.645497 | 0.223285 | 0.402004 | -0.050446 | 0.232133 | 0.135693 | 0.117406 | 0.121206 | 0.512181 | 0.120881 | 0.247595 | 0.233354 | 0.541912 | -0.645962 | -0.407498 | 0.361399 | 0.362957 | 0.237150 | 0.207939 | -0.028613 | -0.229822 | -0.083789 | 0.017550 | -0.082474 | -0.512818 | 0.444299 | 0.155709 | -0.090460 |
| X4 | 0.141975 | -0.461289 | 0.549477 | 1.000000 | 0.136478 | 0.103795 | 0.146930 | 0.769590 | -0.072803 | 0.467311 | 0.130769 | 0.498241 | 0.194754 | 0.146930 | -0.059981 | 0.514124 | 0.766529 | 0.146930 | 0.200856 | 0.071717 | -0.058890 | 0.099077 | 0.188521 | 0.210027 | 0.312134 | 0.499461 | 0.061108 | 0.160979 | -0.104894 | -0.321451 | 0.192607 | -0.233445 | 0.636251 | 0.502952 | 0.097699 | -0.118119 | 0.062942 | 0.452268 | 0.132201 | 0.841698 | -0.038622 | 0.141232 | 0.093330 | 0.064649 | 0.087062 | 0.942957 | 0.094537 | 0.092559 | 0.106030 | 0.891431 | -0.452672 | -0.233326 | 0.167319 | 0.163325 | 0.114699 | 0.121487 | -0.006392 | -0.132500 | -0.057733 | 0.015583 | -0.011547 | -0.276752 | 0.675840 | -0.000233 | -0.042040 |
| X5 | 0.050033 | -0.142233 | 0.180191 | 0.136478 | 1.000000 | 0.038007 | 0.051634 | 0.112387 | 0.031271 | 0.143278 | 0.048240 | 0.084356 | 0.041301 | 0.051634 | -0.052038 | 0.074663 | 0.112227 | 0.051634 | 0.066802 | -0.061578 | -0.002850 | 0.038551 | 0.065185 | 0.067219 | 0.083933 | 0.070294 | 0.050202 | 0.049082 | -0.027516 | -0.169381 | 0.060855 | -0.180707 | 0.117114 | 0.106909 | 0.028888 | 0.023788 | 0.019834 | 0.141118 | 0.033416 | 0.119281 | -0.030000 | 0.044679 | -0.008093 | 0.045846 | 0.035266 | 0.147023 | -0.053729 | 0.043023 | 0.056352 | 0.129221 | -0.146291 | -0.177488 | 0.049437 | 0.049012 | 0.048156 | 0.006689 | -0.008600 | -0.021587 | -0.022423 | 0.026001 | 0.006145 | -0.188597 | 0.117527 | 0.014869 | -0.022826 |
| X6 | 0.286398 | -0.386245 | 0.247972 | 0.103795 | 0.038007 | 1.000000 | 0.289014 | 0.136412 | -0.141316 | 0.363369 | 0.244639 | 0.222323 | 0.260100 | 0.289014 | -0.026543 | 0.219485 | 0.143081 | 0.289014 | 0.312922 | -0.074897 | -0.047742 | 0.262692 | 0.308486 | 0.481201 | 0.542555 | 0.213771 | -0.000078 | 0.020090 | 0.263489 | -0.213043 | 0.263225 | -0.176797 | 0.102835 | -0.064578 | 0.270796 | -0.013830 | 0.089502 | 0.302880 | 0.298316 | 0.068242 | -0.017844 | 0.295083 | -0.075955 | -0.037250 | 0.063884 | 0.099976 | -0.043374 | 0.237477 | 0.270398 | 0.132106 | -0.304694 | -0.174936 | 0.036877 | 0.022901 | 0.178520 | 0.152877 | 0.056635 | -0.165090 | -0.015823 | 0.000157 | 0.002925 | -0.225042 | 0.123760 | -0.051797 | -0.088975 |
| X7 | 0.984154 | -0.331751 | 0.346800 | 0.146930 | 0.051634 | 0.289014 | 1.000000 | 0.120815 | 0.175360 | 0.338861 | 0.966024 | 0.600987 | 0.659124 | 1.000000 | -0.008627 | 0.507928 | 0.119164 | 1.000000 | 0.789237 | -0.170266 | 0.211083 | 0.915076 | 0.773646 | 0.726170 | 0.365807 | 0.492184 | 0.171689 | 0.143299 | 0.018115 | -0.235752 | 0.749396 | -0.157729 | 0.197523 | 0.198079 | 0.851785 | 0.188980 | 0.046428 | 0.290410 | 0.652831 | 0.108809 | -0.023492 | 0.723523 | -0.146517 | -0.047883 | 0.325302 | 0.156582 | -0.086695 | 0.792137 | 0.660209 | 0.158823 | -0.270742 | -0.156516 | 0.154671 | 0.146314 | 0.092802 | 0.445446 | 0.318286 | -0.471185 | -0.041406 | 0.070773 | 0.034817 | -0.257693 | 0.274451 | 0.086207 | -0.107213 |
| X8 | 0.120637 | -0.533810 | 0.378505 | 0.769590 | 0.112387 | 0.136412 | 0.120815 | 1.000000 | -0.107118 | 0.537276 | 0.096533 | 0.460175 | 0.208476 | 0.120815 | -0.072048 | 0.600081 | 0.997268 | 0.120815 | 0.194170 | 0.015900 | -0.059895 | 0.073314 | 0.184857 | 0.183956 | 0.354648 | 0.590334 | 0.048801 | 0.066608 | -0.048181 | -0.320500 | 0.179833 | -0.203506 | 0.540579 | 0.523922 | 0.072676 | -0.157469 | 0.076046 | 0.466915 | 0.119516 | 0.663094 | -0.046971 | 0.128440 | 0.020433 | 0.013969 | 0.103306 | 0.732766 | 0.027506 | 0.068804 | 0.075869 | 0.857379 | -0.450076 | -0.203238 | 0.085445 | 0.073375 | 0.097204 | 0.090247 | -0.023399 | -0.103591 | -0.100015 | 0.030120 | 0.039132 | -0.240874 | 0.571030 | -0.052979 | -0.041136 |
| X9 | 0.170008 | 0.117662 | 0.064023 | -0.072803 | 0.031271 | -0.141316 | 0.175360 | -0.107118 | 1.000000 | -0.086288 | 0.226819 | 0.054409 | -0.095409 | 0.175360 | 0.005606 | 0.046747 | -0.112539 | 0.175360 | 0.004503 | -0.275656 | 0.056424 | 0.195285 | 0.014183 | 0.145589 | -0.149174 | 0.046323 | 0.070327 | 0.093226 | -0.440761 | -0.216628 | -0.011560 | -0.220100 | 0.292109 | 0.465259 | 0.178163 | 0.830368 | -0.042917 | -0.188139 | 0.001354 | -0.070048 | -0.022695 | -0.009146 | -0.356327 | -0.245111 | 0.071459 | -0.059340 | -0.244302 | 0.149826 | 0.090330 | -0.040430 | 0.225641 | -0.219916 | 0.093363 | 0.092646 | -0.084169 | -0.002483 | 0.119693 | 0.016543 | -0.053517 | 0.172086 | 0.237922 | -0.255156 | 0.279757 | 0.289867 | 0.005927 |
| X10 | 0.341073 | -0.984867 | 0.682212 | 0.467311 | 0.143278 | 0.363369 | 0.338861 | 0.537276 | -0.086288 | 1.000000 | 0.287475 | 0.337848 | 0.335659 | 0.338861 | -0.099709 | 0.385388 | 0.532847 | 0.338861 | 0.351256 | -0.026593 | -0.081495 | 0.254879 | 0.346260 | 0.412996 | 0.759377 | 0.373975 | 0.064183 | 0.145237 | 0.017462 | -0.501986 | 0.315322 | -0.366765 | 0.420131 | 0.377408 | 0.245444 | -0.134129 | 0.094928 | 0.846144 | 0.261503 | 0.351509 | -0.058210 | 0.270009 | -0.034684 | -0.024081 | 0.141846 | 0.436216 | 0.023016 | 0.213568 | 0.208630 | 0.502867 | -0.813943 | -0.367090 | 0.189462 | 0.160775 | 0.188905 | 0.215056 | -0.084026 | -0.242689 | -0.175859 | 0.024673 | 0.023107 | -0.468429 | 0.447634 | -0.086181 | -0.113847 |
| X11 | 0.947552 | -0.274413 | 0.322937 | 0.130769 | 0.048240 | 0.244639 | 0.966024 | 0.096533 | 0.226819 | 0.287475 | 1.000000 | 0.580443 | 0.624904 | 0.966024 | -0.011526 | 0.485923 | 0.093830 | 0.966024 | 0.756447 | -0.176186 | 0.211736 | 0.928038 | 0.740323 | 0.695316 | 0.306934 | 0.470084 | 0.161262 | 0.142895 | -0.027605 | -0.220142 | 0.725530 | -0.149692 | 0.187971 | 0.210381 | 0.862489 | 0.218661 | 0.040045 | 0.248790 | 0.646605 | 0.096935 | -0.028579 | 0.718667 | -0.155279 | -0.054709 | 0.312441 | 0.141114 | -0.092441 | 0.803475 | 0.660557 | 0.139883 | -0.224907 | -0.148595 | 0.151257 | 0.145959 | 0.071970 | 0.440042 | 0.314300 | -0.444618 | -0.033388 | 0.070718 | 0.037227 | -0.247580 | 0.264559 | 0.099631 | -0.102442 |
| X12 | 0.591114 | -0.332468 | 0.305438 | 0.498241 | 0.084356 | 0.222323 | 0.600987 | 0.460175 | 0.054409 | 0.337848 | 0.580443 | 1.000000 | 0.528490 | 0.600987 | -0.046073 | 0.855555 | 0.458170 | 0.600987 | 0.605262 | -0.095125 | 0.098815 | 0.543194 | 0.590234 | 0.491164 | 0.294454 | 0.838947 | 0.156046 | 0.093430 | 0.002435 | -0.207395 | 0.579147 | -0.159597 | 0.438095 | 0.372761 | 0.508723 | 0.026039 | 0.052688 | 0.310631 | 0.499124 | 0.388666 | -0.034201 | 0.552215 | -0.093919 | -0.043722 | 0.252432 | 0.469581 | -0.032939 | 0.466294 | 0.481941 | 0.462410 | -0.301951 | -0.158894 | 0.101555 | 0.094713 | 0.084919 | 0.349850 | 0.182574 | -0.363122 | -0.039694 | 0.042516 | 0.085235 | -0.211569 | 0.561834 | 0.014027 | -0.072877 |
| X13 | 0.656002 | -0.332292 | 0.237258 | 0.194754 | 0.041301 | 0.260100 | 0.659124 | 0.208476 | -0.095409 | 0.335659 | 0.624904 | 0.528490 | 1.000000 | 0.659124 | -0.005645 | 0.527161 | 0.210237 | 0.659124 | 0.869066 | -0.080599 | 0.119900 | 0.561021 | 0.853543 | 0.476282 | 0.336048 | 0.523502 | 0.105836 | 0.051962 | 0.137672 | -0.117807 | 0.848469 | 0.034729 | 0.033416 | 0.026441 | 0.513772 | -0.147625 | 0.051774 | 0.340016 | 0.666275 | 0.171104 | -0.028219 | 0.769321 | 0.002578 | 0.078539 | 0.270870 | 0.205411 | 0.091699 | 0.304683 | 0.434281 | 0.176834 | -0.332796 | 0.038409 | 0.060994 | 0.057164 | 0.118158 | 0.606560 | 0.178758 | -0.644938 | -0.000288 | 0.013393 | -0.035161 | -0.147773 | 0.130409 | -0.053609 | -0.136480 |
| X14 | 0.984154 | -0.331751 | 0.346800 | 0.146930 | 0.051634 | 0.289014 | 1.000000 | 0.120815 | 0.175360 | 0.338861 | 0.966024 | 0.600987 | 0.659124 | 1.000000 | -0.008627 | 0.507928 | 0.119164 | 1.000000 | 0.789237 | -0.170266 | 0.211083 | 0.915076 | 0.773646 | 0.726170 | 0.365807 | 0.492184 | 0.171689 | 0.143299 | 0.018115 | -0.235752 | 0.749396 | -0.157729 | 0.197523 | 0.198079 | 0.851785 | 0.188980 | 0.046428 | 0.290410 | 0.652831 | 0.108809 | -0.023492 | 0.723523 | -0.146517 | -0.047883 | 0.325302 | 0.156582 | -0.086695 | 0.792137 | 0.660209 | 0.158823 | -0.270742 | -0.156516 | 0.154671 | 0.146314 | 0.092802 | 0.445446 | 0.318286 | -0.471185 | -0.041406 | 0.070773 | 0.034817 | -0.257693 | 0.274451 | 0.086207 | -0.107213 |
| X15 | -0.001975 | 0.102200 | -0.069371 | -0.059981 | -0.052038 | -0.026543 | -0.008627 | -0.072048 | 0.005606 | -0.099709 | -0.011526 | -0.046073 | -0.005645 | -0.008627 | 1.000000 | -0.058803 | -0.072594 | -0.008627 | 0.020292 | 0.008223 | 0.007969 | -0.016554 | 0.026286 | -0.038080 | -0.065868 | -0.056207 | -0.006596 | -0.023891 | 0.032476 | 0.064936 | 0.025471 | 0.064528 | -0.057857 | -0.048822 | -0.014939 | 0.004214 | -0.015930 | -0.077808 | 0.011590 | -0.048560 | 0.174828 | 0.017786 | 0.013720 | 0.011660 | -0.009579 | -0.056580 | 0.009844 | 0.009877 | 0.038381 | -0.069976 | 0.078958 | 0.063499 | -0.025011 | -0.024960 | -0.005143 | 0.015121 | 0.007143 | -0.014184 | 0.053485 | 0.004283 | -0.012867 | 0.061026 | -0.061076 | 0.008871 | 0.017705 |
| X16 | 0.501202 | -0.382716 | 0.324299 | 0.514124 | 0.074663 | 0.219485 | 0.507928 | 0.600081 | 0.046747 | 0.385388 | 0.485923 | 0.855555 | 0.527161 | 0.507928 | -0.058803 | 1.000000 | 0.599092 | 0.507928 | 0.488690 | -0.090952 | 0.071448 | 0.443924 | 0.477191 | 0.435450 | 0.303881 | 0.994752 | 0.137854 | 0.095462 | -0.022532 | -0.241786 | 0.470585 | -0.148792 | 0.433396 | 0.438302 | 0.421770 | 0.017009 | 0.063519 | 0.332513 | 0.398777 | 0.411982 | -0.049272 | 0.432558 | -0.090784 | -0.043190 | 0.230891 | 0.490962 | 0.003833 | 0.276307 | 0.279251 | 0.581364 | -0.319363 | -0.147915 | 0.109717 | 0.100312 | 0.080538 | 0.357530 | 0.135125 | -0.371792 | -0.073486 | 0.046527 | 0.089138 | -0.220562 | 0.556358 | 0.001111 | -0.074012 |
| X17 | 0.118840 | -0.537905 | 0.376594 | 0.766529 | 0.112227 | 0.143081 | 0.119164 | 0.997268 | -0.112539 | 0.532847 | 0.093830 | 0.458170 | 0.210237 | 0.119164 | -0.072594 | 0.599092 | 1.000000 | 0.119164 | 0.193826 | 0.017254 | -0.059304 | 0.071879 | 0.184211 | 0.181977 | 0.357730 | 0.589161 | 0.046924 | 0.063983 | -0.036609 | -0.323001 | 0.178486 | -0.204743 | 0.538325 | 0.509329 | 0.071591 | -0.160075 | 0.079859 | 0.461168 | 0.118833 | 0.662872 | -0.047844 | 0.127274 | 0.019845 | 0.011884 | 0.101660 | 0.730649 | 0.026765 | 0.067898 | 0.072869 | 0.855329 | -0.453129 | -0.204372 | 0.082148 | 0.069994 | 0.103209 | 0.083743 | -0.024307 | -0.096988 | -0.100444 | 0.028915 | 0.039186 | -0.241153 | 0.567839 | -0.054958 | -0.040886 |
| X18 | 0.984154 | -0.331751 | 0.346800 | 0.146930 | 0.051634 | 0.289014 | 1.000000 | 0.120815 | 0.175360 | 0.338861 | 0.966024 | 0.600987 | 0.659124 | 1.000000 | -0.008627 | 0.507928 | 0.119164 | 1.000000 | 0.789237 | -0.170266 | 0.211083 | 0.915076 | 0.773646 | 0.726170 | 0.365807 | 0.492184 | 0.171689 | 0.143299 | 0.018115 | -0.235752 | 0.749396 | -0.157729 | 0.197523 | 0.198079 | 0.851785 | 0.188980 | 0.046428 | 0.290410 | 0.652831 | 0.108809 | -0.023492 | 0.723523 | -0.146517 | -0.047883 | 0.325302 | 0.156582 | -0.086695 | 0.792137 | 0.660209 | 0.158823 | -0.270742 | -0.156516 | 0.154671 | 0.146314 | 0.092802 | 0.445446 | 0.318286 | -0.471185 | -0.041406 | 0.070773 | 0.034817 | -0.257693 | 0.274451 | 0.086207 | -0.107213 |
| X19 | 0.779537 | -0.345551 | 0.305992 | 0.200856 | 0.066802 | 0.312922 | 0.789237 | 0.194170 | 0.004503 | 0.351256 | 0.756447 | 0.605262 | 0.869066 | 0.789237 | 0.020292 | 0.488690 | 0.193826 | 0.789237 | 1.000000 | -0.140470 | 0.150872 | 0.698122 | 0.981157 | 0.580188 | 0.377536 | 0.473950 | 0.124717 | 0.096599 | 0.097059 | -0.235806 | 0.956038 | -0.095279 | 0.095966 | 0.091156 | 0.638117 | -0.019830 | 0.063458 | 0.314724 | 0.777059 | 0.170229 | 0.003192 | 0.890783 | -0.064781 | 0.039418 | 0.304195 | 0.212819 | -0.033189 | 0.612143 | 0.781283 | 0.194301 | -0.297519 | -0.092660 | 0.105482 | 0.100129 | 0.134086 | 0.524531 | 0.237520 | -0.564933 | -0.010379 | 0.028838 | -0.017453 | -0.236481 | 0.177486 | 0.007282 | -0.124087 |
| X20 | -0.161658 | 0.025926 | 0.079079 | 0.071717 | -0.061578 | -0.074897 | -0.170266 | 0.015900 | -0.275656 | -0.026593 | -0.176186 | -0.095125 | -0.080599 | -0.170266 | 0.008223 | -0.090952 | 0.017254 | -0.170266 | -0.140470 | 1.000000 | -0.089398 | -0.172880 | -0.140748 | -0.158669 | -0.036040 | -0.086097 | -0.030347 | 0.013149 | 0.101444 | 0.230039 | -0.119348 | 0.241723 | -0.171653 | -0.143270 | -0.155656 | -0.341434 | -0.015673 | -0.014738 | -0.119603 | -0.052081 | 0.011023 | -0.137378 | 0.704790 | 0.062138 | -0.133898 | -0.082512 | 0.869894 | -0.128464 | -0.160984 | 0.045682 | 0.012312 | 0.238148 | 0.010767 | 0.014247 | 0.035487 | -0.041910 | -0.073930 | 0.045446 | 0.002128 | -0.204803 | -0.023306 | 0.309251 | -0.171284 | -0.048349 | 0.040883 |
| X21 | 0.207217 | 0.079506 | -0.031975 | -0.058890 | -0.002850 | -0.047742 | 0.211083 | -0.059895 | 0.056424 | -0.081495 | 0.211736 | 0.098815 | 0.119900 | 0.211083 | 0.007969 | 0.071448 | -0.059304 | 0.211083 | 0.150872 | -0.089398 | 1.000000 | 0.208071 | 0.153045 | -0.015642 | -0.061372 | 0.069547 | 0.006715 | 0.005696 | 0.061496 | 0.017899 | 0.149177 | -0.001497 | -0.013094 | -0.021251 | 0.204715 | 0.091508 | -0.003248 | -0.049989 | 0.151816 | -0.046854 | -0.020509 | 0.153511 | -0.068332 | -0.013046 | 0.058351 | -0.046941 | -0.054649 | 0.174033 | 0.144523 | -0.061130 | 0.052592 | -0.002125 | 0.002581 | 0.006277 | -0.001343 | 0.128758 | 0.103732 | -0.115316 | 0.011451 | 0.020739 | 0.023387 | -0.024656 | 0.005876 | 0.032597 | 0.000446 |
| X22 | 0.892521 | -0.249901 | 0.274316 | 0.099077 | 0.038551 | 0.262692 | 0.915076 | 0.073314 | 0.195285 | 0.254879 | 0.928038 | 0.543194 | 0.561021 | 0.915076 | -0.016554 | 0.443924 | 0.071879 | 0.915076 | 0.698122 | -0.172880 | 0.208071 | 1.000000 | 0.678518 | 0.659205 | 0.295271 | 0.424489 | 0.161143 | 0.115407 | 0.012815 | -0.200729 | 0.605939 | -0.148349 | 0.180972 | 0.178219 | 0.928149 | 0.219952 | 0.024073 | 0.223388 | 0.697126 | 0.068152 | -0.040925 | 0.777543 | -0.162372 | -0.067761 | 0.297019 | 0.108432 | -0.113799 | 0.880387 | 0.720185 | 0.108721 | -0.205204 | -0.147226 | 0.123108 | 0.117736 | 0.067470 | 0.384687 | 0.292985 | -0.388192 | -0.016941 | 0.067740 | 0.049115 | -0.232779 | 0.243481 | 0.083424 | -0.101976 |
| X23 | 0.790411 | -0.339619 | 0.297216 | 0.188521 | 0.065185 | 0.308486 | 0.773646 | 0.184857 | 0.014183 | 0.346260 | 0.740323 | 0.590234 | 0.853543 | 0.773646 | 0.026286 | 0.477191 | 0.184211 | 0.773646 | 0.981157 | -0.140748 | 0.153045 | 0.678518 | 1.000000 | 0.570449 | 0.370094 | 0.472920 | 0.122951 | 0.091986 | 0.098818 | -0.231419 | 0.943885 | -0.096486 | 0.095895 | 0.092733 | 0.619680 | -0.008330 | 0.057967 | 0.310081 | 0.755113 | 0.152891 | 0.009186 | 0.868016 | -0.067352 | 0.036058 | 0.303873 | 0.197539 | -0.029898 | 0.591606 | 0.760533 | 0.182437 | -0.292007 | -0.094483 | 0.100515 | 0.095562 | 0.125262 | 0.524323 | 0.235251 | -0.563651 | -0.004335 | 0.027532 | -0.008727 | -0.239486 | 0.176914 | 0.007386 | -0.125478 |
| X24 | 0.716112 | -0.405196 | 0.400523 | 0.210027 | 0.067219 | 0.481201 | 0.726170 | 0.183956 | 0.145589 | 0.412996 | 0.695316 | 0.491164 | 0.476282 | 0.726170 | -0.038080 | 0.435450 | 0.181977 | 0.726170 | 0.580188 | -0.158669 | -0.015642 | 0.659205 | 0.570449 | 1.000000 | 0.442096 | 0.423081 | 0.149997 | 0.143308 | 0.014045 | -0.293127 | 0.544938 | -0.203584 | 0.238040 | 0.222464 | 0.630417 | 0.149592 | 0.051887 | 0.336753 | 0.491981 | 0.161651 | -0.031189 | 0.521249 | -0.137641 | -0.046174 | 0.236605 | 0.214680 | -0.090931 | 0.569151 | 0.484856 | 0.227930 | -0.317151 | -0.201844 | 0.156880 | 0.145262 | 0.106640 | 0.338212 | 0.221289 | -0.354410 | -0.073089 | 0.067099 | 0.031550 | -0.291644 | 0.297397 | 0.071541 | -0.103893 |
| X25 | 0.364312 | -0.769793 | 0.529799 | 0.312134 | 0.083933 | 0.542555 | 0.365807 | 0.354648 | -0.149174 | 0.759377 | 0.306934 | 0.294454 | 0.336048 | 0.365807 | -0.065868 | 0.303881 | 0.357730 | 0.365807 | 0.377536 | -0.036040 | -0.061372 | 0.295271 | 0.370094 | 0.442096 | 1.000000 | 0.289785 | 0.046920 | 0.108939 | 0.225996 | -0.392161 | 0.337020 | -0.291533 | 0.255735 | 0.123067 | 0.294718 | -0.119278 | 0.103513 | 0.647091 | 0.312354 | 0.236741 | -0.044096 | 0.313241 | -0.049766 | -0.036519 | 0.122906 | 0.290657 | 0.002252 | 0.262481 | 0.267809 | 0.342260 | -0.635082 | -0.289037 | 0.142775 | 0.119503 | 0.206405 | 0.202416 | -0.025542 | -0.225031 | -0.112342 | -0.005332 | -0.028379 | -0.375635 | 0.284361 | -0.071760 | -0.116401 |
| X26 | 0.496045 | -0.370868 | 0.308148 | 0.499461 | 0.070294 | 0.213771 | 0.492184 | 0.590334 | 0.046323 | 0.373975 | 0.470084 | 0.838947 | 0.523502 | 0.492184 | -0.056207 | 0.994752 | 0.589161 | 0.492184 | 0.473950 | -0.086097 | 0.069547 | 0.424489 | 0.472920 | 0.423081 | 0.289785 | 1.000000 | 0.132523 | 0.087565 | -0.020053 | -0.231532 | 0.461747 | -0.141169 | 0.422342 | 0.428048 | 0.403350 | 0.016794 | 0.059495 | 0.323713 | 0.381434 | 0.390804 | -0.046546 | 0.414300 | -0.086764 | -0.042047 | 0.224391 | 0.471543 | 0.012802 | 0.249959 | 0.254373 | 0.564663 | -0.310615 | -0.140310 | 0.101478 | 0.092401 | 0.075008 | 0.359761 | 0.134179 | -0.373579 | -0.070329 | 0.043167 | 0.091675 | -0.213775 | 0.546661 | -0.002778 | -0.073977 |
| X27 | 0.170086 | -0.059193 | 0.082059 | 0.061108 | 0.050202 | -0.000078 | 0.171689 | 0.048801 | 0.070327 | 0.064183 | 0.161262 | 0.156046 | 0.105836 | 0.171689 | -0.006596 | 0.137854 | 0.046924 | 0.171689 | 0.124717 | -0.030347 | 0.006715 | 0.161143 | 0.122951 | 0.149997 | 0.046920 | 0.132523 | 1.000000 | 0.078552 | -0.042271 | -0.048928 | 0.110221 | -0.023263 | 0.086657 | 0.116350 | 0.147812 | 0.050696 | -0.008218 | 0.045426 | 0.103926 | 0.044061 | -0.008938 | 0.117552 | -0.017904 | 0.003017 | 0.089034 | 0.059945 | -0.015568 | 0.138946 | 0.105493 | 0.061784 | -0.043092 | -0.022978 | 0.078997 | 0.075773 | -0.004498 | 0.070865 | 0.071889 | -0.080925 | -0.016006 | 0.056365 | -0.006894 | -0.037173 | 0.103860 | 0.091074 | -0.007508 |
| X28 | 0.135103 | -0.136738 | 0.363976 | 0.160979 | 0.049082 | 0.020090 | 0.143299 | 0.066608 | 0.093226 | 0.145237 | 0.142895 | 0.093430 | 0.051962 | 0.143299 | -0.023891 | 0.095462 | 0.063983 | 0.143299 | 0.096599 | 0.013149 | 0.005696 | 0.115407 | 0.091986 | 0.143308 | 0.108939 | 0.087565 | 0.078552 | 1.000000 | -0.166199 | -0.140682 | 0.092522 | -0.080465 | 0.092746 | 0.136463 | 0.108958 | 0.071717 | 0.001991 | 0.100740 | 0.064252 | 0.138236 | -0.022531 | 0.071370 | 0.057439 | 0.068588 | 0.068457 | 0.163602 | 0.030010 | 0.122919 | 0.094942 | 0.179765 | -0.091334 | -0.080212 | 0.982610 | 0.991544 | 0.004724 | 0.068316 | 0.015151 | -0.074412 | -0.043113 | 0.042841 | -0.028024 | -0.105184 | 0.106882 | 0.673228 | 0.004144 |
| X29 | 0.027611 | -0.064761 | -0.156718 | -0.104894 | -0.027516 | 0.263489 | 0.018115 | -0.048181 | -0.440761 | 0.017462 | -0.027605 | 0.002435 | 0.137672 | 0.018115 | 0.032476 | -0.022532 | -0.036609 | 0.018115 | 0.097059 | 0.101444 | 0.061496 | 0.012815 | 0.098818 | 0.014045 | 0.225996 | -0.020053 | -0.042271 | -0.166199 | 1.000000 | 0.139970 | 0.083081 | 0.088098 | -0.214087 | -0.394014 | 0.065799 | -0.327182 | 0.149464 | 0.085812 | 0.172906 | -0.100442 | 0.003673 | 0.114914 | 0.096997 | 0.042180 | -0.040618 | -0.118708 | 0.098926 | 0.021197 | 0.047085 | -0.122260 | -0.125667 | 0.096273 | -0.161471 | -0.166748 | 0.321380 | 0.101629 | -0.021594 | -0.084054 | 0.062127 | -0.120915 | -0.144020 | 0.091397 | -0.197580 | -0.199688 | -0.028479 |
| X30 | -0.227222 | 0.507255 | -0.471649 | -0.321451 | -0.169381 | -0.213043 | -0.235752 | -0.320500 | -0.216628 | -0.501986 | -0.220142 | -0.207395 | -0.117807 | -0.235752 | 0.064936 | -0.241786 | -0.323001 | -0.235752 | -0.235806 | 0.230039 | 0.017899 | -0.200729 | -0.231419 | -0.293127 | -0.392161 | -0.231532 | -0.048928 | -0.140682 | 0.139970 | 1.000000 | -0.171033 | 0.617775 | -0.311049 | -0.278361 | -0.192620 | -0.265066 | -0.082439 | -0.273842 | -0.153167 | -0.306658 | 0.058463 | -0.138922 | 0.329678 | 0.250016 | -0.094292 | -0.325082 | 0.167112 | -0.158400 | -0.210583 | -0.372010 | 0.258572 | 0.613015 | -0.161852 | -0.142475 | -0.126108 | -0.111528 | -0.028721 | 0.131444 | 0.151887 | -0.056986 | -0.084962 | 0.722873 | -0.321517 | -0.080587 | 0.060678 |
| X31 | 0.746461 | -0.306043 | 0.280858 | 0.192607 | 0.060855 | 0.263225 | 0.749396 | 0.179833 | -0.011560 | 0.315322 | 0.725530 | 0.579147 | 0.848469 | 0.749396 | 0.025471 | 0.470585 | 0.178486 | 0.749396 | 0.956038 | -0.119348 | 0.149177 | 0.605939 | 0.943885 | 0.544938 | 0.337020 | 0.461747 | 0.110221 | 0.092522 | 0.083081 | -0.171033 | 1.000000 | -0.058654 | 0.069355 | 0.076725 | 0.553071 | -0.043848 | 0.053230 | 0.302547 | 0.682000 | 0.161889 | 0.019918 | 0.789545 | -0.037002 | 0.058868 | 0.282259 | 0.202366 | -0.002073 | 0.521268 | 0.677853 | 0.179460 | -0.283910 | -0.056594 | 0.097440 | 0.096416 | 0.121133 | 0.533957 | 0.231133 | -0.559453 | 0.003076 | 0.022423 | -0.026621 | -0.194818 | 0.158085 | 0.001750 | -0.112064 |
| X32 | -0.151778 | 0.372884 | -0.408581 | -0.233445 | -0.180707 | -0.176797 | -0.157729 | -0.203506 | -0.220100 | -0.366765 | -0.149692 | -0.159597 | 0.034729 | -0.157729 | 0.064528 | -0.148792 | -0.204743 | -0.157729 | -0.095279 | 0.241723 | -0.001497 | -0.148349 | -0.096486 | -0.203584 | -0.291533 | -0.141169 | -0.023263 | -0.080465 | 0.088098 | 0.617775 | -0.058654 | 1.000000 | -0.351837 | -0.250424 | -0.126132 | -0.274376 | -0.024934 | -0.368053 | -0.028504 | -0.161200 | 0.065391 | -0.043247 | 0.370443 | 0.296509 | -0.052744 | -0.216763 | 0.304529 | -0.175652 | -0.156469 | -0.218368 | 0.378906 | 0.988365 | -0.085523 | -0.081139 | -0.114402 | 0.123568 | -0.007804 | -0.079790 | 0.023829 | -0.054264 | -0.107239 | 0.833033 | -0.341566 | -0.044201 | 0.062183 |
| X33 | 0.193790 | -0.417148 | 0.416420 | 0.636251 | 0.117114 | 0.102835 | 0.197523 | 0.540579 | 0.292109 | 0.420131 | 0.187971 | 0.438095 | 0.033416 | 0.197523 | -0.057857 | 0.433396 | 0.538325 | 0.197523 | 0.095966 | -0.171653 | -0.013094 | 0.180972 | 0.095895 | 0.238040 | 0.255735 | 0.422342 | 0.086657 | 0.092746 | -0.214087 | -0.311049 | 0.069355 | -0.351837 | 1.000000 | 0.771293 | 0.160644 | 0.324564 | 0.018966 | 0.411438 | 0.053060 | 0.456686 | -0.057400 | 0.068626 | -0.251657 | -0.194514 | 0.097631 | 0.587315 | -0.171760 | 0.161692 | 0.110599 | 0.560875 | -0.414247 | -0.351737 | 0.097863 | 0.095071 | 0.037193 | -0.041738 | 0.019723 | 0.031505 | -0.061193 | 0.121204 | 0.230762 | -0.385489 | 0.977580 | 0.048462 | -0.026601 |
| X34 | 0.194526 | -0.343339 | 0.374208 | 0.502952 | 0.106909 | -0.064578 | 0.198079 | 0.523922 | 0.465259 | 0.377408 | 0.210381 | 0.372761 | 0.026441 | 0.198079 | -0.048822 | 0.438302 | 0.509329 | 0.198079 | 0.091156 | -0.143270 | -0.021251 | 0.178219 | 0.092733 | 0.222464 | 0.123067 | 0.428048 | 0.116350 | 0.136463 | -0.394014 | -0.278361 | 0.076725 | -0.250424 | 0.771293 | 1.000000 | 0.155732 | 0.334549 | -0.019507 | 0.292560 | 0.044246 | 0.368612 | -0.039365 | 0.058925 | -0.188784 | -0.132440 | 0.109825 | 0.465457 | -0.133603 | 0.157179 | 0.104672 | 0.570260 | -0.252769 | -0.250748 | 0.152165 | 0.143277 | -0.054731 | 0.003541 | 0.029567 | -0.006775 | -0.092777 | 0.133665 | 0.185405 | -0.280826 | 0.760005 | 0.109030 | -0.009121 |
| X35 | 0.830574 | -0.242112 | 0.265169 | 0.097699 | 0.028888 | 0.270796 | 0.851785 | 0.072676 | 0.178163 | 0.245444 | 0.862489 | 0.508723 | 0.513772 | 0.851785 | -0.014939 | 0.421770 | 0.071591 | 0.851785 | 0.638117 | -0.155656 | 0.204715 | 0.928149 | 0.619680 | 0.630417 | 0.294718 | 0.403350 | 0.147812 | 0.108958 | 0.065799 | -0.192620 | 0.553071 | -0.126132 | 0.160644 | 0.155732 | 1.000000 | 0.205008 | 0.031244 | 0.220358 | 0.788337 | 0.065235 | -0.023526 | 0.705861 | -0.154244 | -0.072333 | 0.279908 | 0.105593 | -0.079446 | 0.813454 | 0.653362 | 0.107634 | -0.197781 | -0.125475 | 0.118897 | 0.112400 | 0.069802 | 0.472122 | 0.278966 | -0.407853 | -0.016876 | 0.062239 | 0.037013 | -0.226443 | 0.233841 | 0.079123 | -0.107934 |
| X36 | 0.182025 | 0.140063 | 0.023969 | -0.118119 | 0.023788 | -0.013830 | 0.188980 | -0.157469 | 0.830368 | -0.134129 | 0.218661 | 0.026039 | -0.147625 | 0.188980 | 0.004214 | 0.017009 | -0.160075 | 0.188980 | -0.019830 | -0.341434 | 0.091508 | 0.219952 | -0.008330 | 0.149592 | -0.119278 | 0.016794 | 0.050696 | 0.071717 | -0.327182 | -0.265066 | -0.043848 | -0.274376 | 0.324564 | 0.334549 | 0.205008 | 1.000000 | -0.026559 | -0.257570 | -0.020406 | -0.108749 | -0.036559 | -0.035072 | -0.444162 | -0.307548 | 0.056027 | -0.101225 | -0.310299 | 0.172739 | 0.098540 | -0.075366 | 0.281406 | -0.273975 | 0.069573 | 0.067703 | -0.071462 | -0.053276 | 0.145098 | 0.062632 | -0.062778 | 0.174543 | 0.309272 | -0.307253 | 0.300347 | 0.294175 | 0.024921 |
| X37 | 0.042977 | -0.102419 | 0.075075 | 0.062942 | 0.019834 | 0.089502 | 0.046428 | 0.076046 | -0.042917 | 0.094928 | 0.040045 | 0.052688 | 0.051774 | 0.046428 | -0.015930 | 0.063519 | 0.079859 | 0.046428 | 0.063458 | -0.015673 | -0.003248 | 0.024073 | 0.057967 | 0.051887 | 0.103513 | 0.059495 | -0.008218 | 0.001991 | 0.149464 | -0.082439 | 0.053230 | -0.024934 | 0.018966 | -0.019507 | 0.031244 | -0.026559 | 1.000000 | 0.032714 | 0.047602 | 0.056628 | -0.016079 | 0.040771 | 0.009265 | 0.027603 | 0.010566 | 0.068879 | -0.007887 | 0.028554 | 0.039869 | 0.084394 | -0.042459 | -0.025000 | 0.006579 | 0.000627 | 0.176645 | 0.031096 | 0.034208 | -0.031037 | -0.051360 | 0.004600 | -0.033631 | -0.032741 | 0.026203 | -0.006252 | -0.010766 |
| X38 | 0.296528 | -0.826788 | 0.645497 | 0.452268 | 0.141118 | 0.302880 | 0.290410 | 0.466915 | -0.188139 | 0.846144 | 0.248790 | 0.310631 | 0.340016 | 0.290410 | -0.077808 | 0.332513 | 0.461168 | 0.290410 | 0.314724 | -0.014738 | -0.049989 | 0.223388 | 0.310081 | 0.336753 | 0.647091 | 0.323713 | 0.045426 | 0.100740 | 0.085812 | -0.273842 | 0.302547 | -0.368053 | 0.411438 | 0.292560 | 0.220358 | -0.257570 | 0.032714 | 1.000000 | 0.262334 | 0.332849 | -0.035460 | 0.268042 | -0.027050 | -0.024359 | 0.125893 | 0.418358 | 0.031527 | 0.182421 | 0.170041 | 0.412326 | -0.960162 | -0.366889 | 0.123110 | 0.120858 | 0.194105 | 0.216315 | -0.105864 | -0.228698 | 0.023000 | 0.011299 | 0.020229 | -0.471012 | 0.437701 | -0.166987 | -0.122232 |
| X39 | 0.637947 | -0.259108 | 0.223285 | 0.132201 | 0.033416 | 0.298316 | 0.652831 | 0.119516 | 0.001354 | 0.261503 | 0.646605 | 0.499124 | 0.666275 | 0.652831 | 0.011590 | 0.398777 | 0.118833 | 0.652831 | 0.777059 | -0.119603 | 0.151816 | 0.697126 | 0.755113 | 0.491981 | 0.312354 | 0.381434 | 0.103926 | 0.064252 | 0.172906 | -0.153167 | 0.682000 | -0.028504 | 0.053060 | 0.044246 | 0.788337 | -0.020406 | 0.047602 | 0.262334 | 1.000000 | 0.102721 | 0.004759 | 0.858363 | -0.093557 | -0.020462 | 0.240206 | 0.140500 | -0.006619 | 0.616883 | 0.754431 | 0.122765 | -0.239210 | -0.028628 | 0.077431 | 0.069153 | 0.108076 | 0.615381 | 0.189927 | -0.525344 | 0.019737 | 0.017339 | -0.013413 | -0.191004 | 0.136460 | -0.003984 | -0.130252 |
| X40 | 0.100669 | -0.349024 | 0.402004 | 0.841698 | 0.119281 | 0.068242 | 0.108809 | 0.663094 | -0.070048 | 0.351509 | 0.096935 | 0.388666 | 0.171104 | 0.108809 | -0.048560 | 0.411982 | 0.662872 | 0.108809 | 0.170229 | -0.052081 | -0.046854 | 0.068152 | 0.152891 | 0.161651 | 0.236741 | 0.390804 | 0.044061 | 0.138236 | -0.100442 | -0.306658 | 0.161889 | -0.161200 | 0.456686 | 0.368612 | 0.065235 | -0.108749 | 0.056628 | 0.332849 | 0.102721 | 1.000000 | -0.029949 | 0.112340 | -0.062827 | -0.039985 | 0.096725 | 0.899981 | -0.031899 | 0.069257 | 0.077843 | 0.765520 | -0.334659 | -0.160945 | 0.143989 | 0.139992 | 0.085162 | 0.085734 | -0.002882 | -0.097232 | -0.052357 | 0.043700 | 0.056197 | -0.190079 | 0.489535 | 0.000451 | -0.027898 |
| X41 | -0.016003 | 0.062119 | -0.050446 | -0.038622 | -0.030000 | -0.017844 | -0.023492 | -0.046971 | -0.022695 | -0.058210 | -0.028579 | -0.034201 | -0.028219 | -0.023492 | 0.174828 | -0.049272 | -0.047844 | -0.023492 | 0.003192 | 0.011023 | -0.020509 | -0.040925 | 0.009186 | -0.031189 | -0.044096 | -0.046546 | -0.008938 | -0.022531 | 0.003673 | 0.058463 | 0.019918 | 0.065391 | -0.057400 | -0.039365 | -0.023526 | -0.036559 | -0.016079 | -0.035460 | 0.004759 | -0.029949 | 1.000000 | -0.018134 | 0.017068 | 0.013767 | -0.015821 | -0.036518 | 0.027801 | -0.006101 | 0.015592 | -0.047694 | 0.032124 | 0.064506 | -0.019868 | -0.020900 | -0.004838 | 0.078908 | -0.010702 | -0.058259 | 0.049789 | -0.011455 | -0.009138 | 0.051660 | -0.051072 | -0.017192 | -0.013366 |
| X42 | 0.707970 | -0.265636 | 0.232133 | 0.141232 | 0.044679 | 0.295083 | 0.723523 | 0.128440 | -0.009146 | 0.270009 | 0.718667 | 0.552215 | 0.769321 | 0.723523 | 0.017786 | 0.432558 | 0.127274 | 0.723523 | 0.890783 | -0.137378 | 0.153511 | 0.777543 | 0.868016 | 0.521249 | 0.313241 | 0.414300 | 0.117552 | 0.071370 | 0.114914 | -0.138922 | 0.789545 | -0.043247 | 0.068626 | 0.058925 | 0.705861 | -0.035072 | 0.040771 | 0.268042 | 0.858363 | 0.112340 | -0.018134 | 1.000000 | -0.064277 | 0.037253 | 0.269250 | 0.151375 | -0.050268 | 0.691434 | 0.872736 | 0.129028 | -0.253189 | -0.042631 | 0.074033 | 0.074786 | 0.108280 | 0.490265 | 0.208512 | -0.504091 | 0.027078 | 0.021986 | -0.010771 | -0.170977 | 0.139691 | -0.005608 | -0.124610 |
| X43 | -0.138426 | 0.039327 | 0.135693 | 0.093330 | -0.008093 | -0.075955 | -0.146517 | 0.020433 | -0.356327 | -0.034684 | -0.155279 | -0.093919 | 0.002578 | -0.146517 | 0.013720 | -0.090784 | 0.019845 | -0.146517 | -0.064781 | 0.704790 | -0.068332 | -0.162372 | -0.067352 | -0.137641 | -0.049766 | -0.086764 | -0.017904 | 0.057439 | 0.096997 | 0.329678 | -0.037002 | 0.370443 | -0.251657 | -0.188784 | -0.154244 | -0.444162 | 0.009265 | -0.027050 | -0.093557 | -0.062827 | 0.017068 | -0.064277 | 1.000000 | 0.751839 | -0.048942 | 0.026918 | 0.616114 | -0.106007 | -0.114296 | 0.072155 | 0.035475 | 0.364510 | 0.042910 | 0.056359 | 0.069027 | -0.025471 | -0.071588 | 0.010579 | 0.006118 | -0.128495 | -0.275446 | 0.445725 | -0.246595 | -0.034503 | 0.029202 |
| X44 | -0.044501 | 0.031232 | 0.117406 | 0.064649 | 0.045846 | -0.037250 | -0.047883 | 0.013969 | -0.245111 | -0.024081 | -0.054709 | -0.043722 | 0.078539 | -0.047883 | 0.011660 | -0.043190 | 0.011884 | -0.047883 | 0.039418 | 0.062138 | -0.013046 | -0.067761 | 0.036058 | -0.046174 | -0.036519 | -0.042047 | 0.003017 | 0.068588 | 0.042180 | 0.250016 | 0.058868 | 0.296509 | -0.194514 | -0.132440 | -0.072333 | -0.307548 | 0.027603 | -0.024359 | -0.020462 | -0.039985 | 0.013767 | 0.037253 | 0.751839 | 1.000000 | 0.055592 | 0.114559 | 0.058304 | -0.029742 | -0.011179 | 0.059055 | 0.038466 | 0.291484 | 0.050361 | 0.066049 | 0.064131 | 0.003117 | -0.032004 | -0.027355 | 0.006630 | 0.009571 | -0.365859 | 0.339659 | -0.187736 | -0.003606 | 0.003087 |
| X45 | 0.325824 | -0.138075 | 0.121206 | 0.087062 | 0.035266 | 0.063884 | 0.325302 | 0.103306 | 0.071459 | 0.141846 | 0.312441 | 0.252432 | 0.270870 | 0.325302 | -0.009579 | 0.230891 | 0.101660 | 0.325302 | 0.304195 | -0.133898 | 0.058351 | 0.297019 | 0.303873 | 0.236605 | 0.122906 | 0.224391 | 0.089034 | 0.068457 | -0.040618 | -0.094292 | 0.282259 | -0.052744 | 0.097631 | 0.109825 | 0.279908 | 0.056027 | 0.010566 | 0.125893 | 0.240206 | 0.096725 | -0.015821 | 0.269250 | -0.048942 | 0.055592 | 1.000000 | 0.133705 | -0.103685 | 0.258245 | 0.230072 | 0.092264 | -0.118690 | -0.052062 | 0.071187 | 0.068957 | 0.019011 | 0.170952 | 0.107990 | -0.186100 | -0.004941 | 0.525395 | 0.029304 | -0.087322 | 0.127526 | 0.063310 | -0.029971 |
| X46 | 0.148861 | -0.430831 | 0.512181 | 0.942957 | 0.147023 | 0.099976 | 0.156582 | 0.732766 | -0.059340 | 0.436216 | 0.141114 | 0.469581 | 0.205411 | 0.156582 | -0.056580 | 0.490962 | 0.730649 | 0.156582 | 0.212819 | -0.082512 | -0.046941 | 0.108432 | 0.197539 | 0.214680 | 0.290657 | 0.471543 | 0.059945 | 0.163602 | -0.118708 | -0.325082 | 0.202366 | -0.216763 | 0.587315 | 0.465457 | 0.105593 | -0.101225 | 0.068879 | 0.418358 | 0.140500 | 0.899981 | -0.036518 | 0.151375 | 0.026918 | 0.114559 | 0.133705 | 1.000000 | -0.049974 | 0.102169 | 0.114707 | 0.845806 | -0.418336 | -0.216314 | 0.169695 | 0.165717 | 0.109741 | 0.118697 | 0.002391 | -0.131392 | -0.055777 | 0.067932 | -0.035039 | -0.258274 | 0.625735 | 0.009015 | -0.052050 |
| X47 | -0.075709 | -0.018458 | 0.120881 | 0.094537 | -0.053729 | -0.043374 | -0.086695 | 0.027506 | -0.244302 | 0.023016 | -0.092441 | -0.032939 | 0.091699 | -0.086695 | 0.009844 | 0.003833 | 0.026765 | -0.086695 | -0.033189 | 0.869894 | -0.054649 | -0.113799 | -0.029898 | -0.090931 | 0.002252 | 0.012802 | -0.015568 | 0.030010 | 0.098926 | 0.167112 | -0.002073 | 0.304529 | -0.171760 | -0.133603 | -0.079446 | -0.310299 | -0.007887 | 0.031527 | -0.006619 | -0.031899 | 0.027801 | -0.050268 | 0.616114 | 0.058304 | -0.103685 | -0.049974 | 1.000000 | -0.169866 | -0.162110 | 0.060726 | -0.032897 | 0.312199 | 0.029256 | 0.031724 | 0.050733 | 0.235917 | -0.045895 | -0.219553 | 0.000280 | -0.181342 | -0.022982 | 0.223727 | -0.132514 | -0.041701 | 0.007001 |
| X48 | 0.768844 | -0.210385 | 0.247595 | 0.092559 | 0.043023 | 0.237477 | 0.792137 | 0.068804 | 0.149826 | 0.213568 | 0.803475 | 0.466294 | 0.304683 | 0.792137 | 0.009877 | 0.276307 | 0.067898 | 0.792137 | 0.612143 | -0.128464 | 0.174033 | 0.880387 | 0.591606 | 0.569151 | 0.262481 | 0.249959 | 0.138946 | 0.122919 | 0.021197 | -0.158400 | 0.521268 | -0.175652 | 0.161692 | 0.157179 | 0.813454 | 0.172739 | 0.028554 | 0.182421 | 0.616883 | 0.069257 | -0.006101 | 0.691434 | -0.106007 | -0.029742 | 0.258245 | 0.102169 | -0.169866 | 1.000000 | 0.825081 | 0.102344 | -0.165900 | -0.176037 | 0.127624 | 0.123492 | 0.065406 | 0.169690 | 0.256918 | -0.174724 | -0.009081 | 0.060139 | 0.021738 | -0.175223 | 0.188826 | 0.101496 | -0.063904 |
| X49 | 0.641447 | -0.203276 | 0.233354 | 0.106030 | 0.056352 | 0.270398 | 0.660209 | 0.075869 | 0.090330 | 0.208630 | 0.660557 | 0.481941 | 0.434281 | 0.660209 | 0.038381 | 0.279251 | 0.072869 | 0.660209 | 0.781283 | -0.160984 | 0.144523 | 0.720185 | 0.760533 | 0.484856 | 0.267809 | 0.254373 | 0.105493 | 0.094942 | 0.047085 | -0.210583 | 0.677853 | -0.156469 | 0.110599 | 0.104672 | 0.653362 | 0.098540 | 0.039869 | 0.170041 | 0.754431 | 0.077843 | 0.015592 | 0.872736 | -0.114296 | -0.011179 | 0.230072 | 0.114707 | -0.162110 | 0.825081 | 1.000000 | 0.107575 | -0.149511 | -0.157244 | 0.096181 | 0.095809 | 0.093939 | 0.278082 | 0.210171 | -0.290390 | 0.013769 | 0.031129 | 0.010409 | -0.208364 | 0.147321 | 0.054850 | -0.080055 |
| X50 | 0.152423 | -0.500252 | 0.541912 | 0.891431 | 0.129221 | 0.132106 | 0.158823 | 0.857379 | -0.040430 | 0.502867 | 0.139883 | 0.462410 | 0.176834 | 0.158823 | -0.069976 | 0.581364 | 0.855329 | 0.158823 | 0.194301 | 0.045682 | -0.061130 | 0.108721 | 0.182437 | 0.227930 | 0.342260 | 0.564663 | 0.061784 | 0.179765 | -0.122260 | -0.372010 | 0.179460 | -0.218368 | 0.560875 | 0.570260 | 0.107634 | -0.075366 | 0.084394 | 0.412326 | 0.122765 | 0.765520 | -0.047694 | 0.129028 | 0.072155 | 0.059055 | 0.092264 | 0.845806 | 0.060726 | 0.102344 | 0.107575 | 1.000000 | -0.394213 | -0.218133 | 0.197029 | 0.185405 | 0.111460 | 0.100560 | -0.005075 | -0.112146 | -0.108012 | 0.021574 | -0.013172 | -0.257035 | 0.594003 | 0.023481 | -0.038365 |
| X51 | -0.276578 | 0.823765 | -0.645962 | -0.452672 | -0.146291 | -0.304694 | -0.270742 | -0.450076 | 0.225641 | -0.813943 | -0.224907 | -0.301951 | -0.332796 | -0.270742 | 0.078958 | -0.319363 | -0.453129 | -0.270742 | -0.297519 | 0.012312 | 0.052592 | -0.205204 | -0.292007 | -0.317151 | -0.635082 | -0.310615 | -0.043092 | -0.091334 | -0.125667 | 0.258572 | -0.283910 | 0.378906 | -0.414247 | -0.252769 | -0.197781 | 0.281406 | -0.042459 | -0.960162 | -0.239210 | -0.334659 | 0.032124 | -0.253189 | 0.035475 | 0.038466 | -0.118690 | -0.418336 | -0.032897 | -0.165900 | -0.149511 | -0.394213 | 1.000000 | 0.377408 | -0.103459 | -0.100022 | -0.209870 | -0.197874 | 0.120185 | 0.215168 | -0.021983 | -0.009568 | -0.023255 | 0.479716 | -0.438540 | 0.183722 | 0.111107 |
| X52 | -0.150625 | 0.372251 | -0.407498 | -0.233326 | -0.177488 | -0.174936 | -0.156516 | -0.203238 | -0.219916 | -0.367090 | -0.148595 | -0.158894 | 0.038409 | -0.156516 | 0.063499 | -0.147915 | -0.204372 | -0.156516 | -0.092660 | 0.238148 | -0.002125 | -0.147226 | -0.094483 | -0.201844 | -0.289037 | -0.140310 | -0.022978 | -0.080212 | 0.096273 | 0.613015 | -0.056594 | 0.988365 | -0.351737 | -0.250748 | -0.125475 | -0.273975 | -0.025000 | -0.366889 | -0.028628 | -0.160945 | 0.064506 | -0.042631 | 0.364510 | 0.291484 | -0.052062 | -0.216314 | 0.312199 | -0.176037 | -0.157244 | -0.218133 | 0.377408 | 1.000000 | -0.085456 | -0.080843 | -0.114152 | 0.126098 | -0.005959 | -0.082203 | 0.022853 | -0.054138 | -0.106477 | 0.827411 | -0.340719 | -0.043913 | 0.047375 |
| X53 | 0.146644 | -0.178161 | 0.361399 | 0.167319 | 0.049437 | 0.036877 | 0.154671 | 0.085445 | 0.093363 | 0.189462 | 0.151257 | 0.101555 | 0.060994 | 0.154671 | -0.025011 | 0.109717 | 0.082148 | 0.154671 | 0.105482 | 0.010767 | 0.002581 | 0.123108 | 0.100515 | 0.156880 | 0.142775 | 0.101478 | 0.078997 | 0.982610 | -0.161471 | -0.161852 | 0.097440 | -0.085523 | 0.097863 | 0.152165 | 0.118897 | 0.069573 | 0.006579 | 0.123110 | 0.077431 | 0.143989 | -0.019868 | 0.074033 | 0.042910 | 0.050361 | 0.071187 | 0.169695 | 0.029256 | 0.127624 | 0.096181 | 0.197029 | -0.103459 | -0.085456 | 1.000000 | 0.990829 | 0.004693 | 0.079881 | 0.018483 | -0.083334 | -0.056814 | 0.041113 | -0.024619 | -0.115833 | 0.113192 | 0.645482 | -0.002556 |
| X54 | 0.138430 | -0.148968 | 0.362957 | 0.163325 | 0.049012 | 0.022901 | 0.146314 | 0.073375 | 0.092646 | 0.160775 | 0.145959 | 0.094713 | 0.057164 | 0.146314 | -0.024960 | 0.100312 | 0.069994 | 0.146314 | 0.100129 | 0.014247 | 0.006277 | 0.117736 | 0.095562 | 0.145262 | 0.119503 | 0.092401 | 0.075773 | 0.991544 | -0.166748 | -0.142475 | 0.096416 | -0.081139 | 0.095071 | 0.143277 | 0.112400 | 0.067703 | 0.000627 | 0.120858 | 0.069153 | 0.139992 | -0.020900 | 0.074786 | 0.056359 | 0.066049 | 0.068957 | 0.165717 | 0.031724 | 0.123492 | 0.095809 | 0.185405 | -0.100022 | -0.080843 | 0.990829 | 1.000000 | 0.003488 | 0.073455 | 0.016984 | -0.078250 | -0.040983 | 0.040888 | -0.026700 | -0.107584 | 0.109490 | 0.651367 | 0.000160 |
| X55 | 0.087559 | -0.207182 | 0.237150 | 0.114699 | 0.048156 | 0.178520 | 0.092802 | 0.097204 | -0.084169 | 0.188905 | 0.071970 | 0.084919 | 0.118158 | 0.092802 | -0.005143 | 0.080538 | 0.103209 | 0.092802 | 0.134086 | 0.035487 | -0.001343 | 0.067470 | 0.125262 | 0.106640 | 0.206405 | 0.075008 | -0.004498 | 0.004724 | 0.321380 | -0.126108 | 0.121133 | -0.114402 | 0.037193 | -0.054731 | 0.069802 | -0.071462 | 0.176645 | 0.194105 | 0.108076 | 0.085162 | -0.004838 | 0.108280 | 0.069027 | 0.064131 | 0.019011 | 0.109741 | 0.050733 | 0.065406 | 0.093939 | 0.111460 | -0.209870 | -0.114152 | 0.004693 | 0.003488 | 1.000000 | 0.094601 | -0.005286 | -0.097679 | -0.004429 | -0.025431 | -0.050545 | -0.143918 | 0.050661 | -0.031648 | -0.034508 |
| X56 | 0.449324 | -0.196439 | 0.207939 | 0.121487 | 0.006689 | 0.152877 | 0.445446 | 0.090247 | -0.002483 | 0.215056 | 0.440042 | 0.349850 | 0.606560 | 0.445446 | 0.015121 | 0.357530 | 0.083743 | 0.445446 | 0.524531 | -0.041910 | 0.128758 | 0.384687 | 0.524323 | 0.338212 | 0.202416 | 0.359761 | 0.070865 | 0.068316 | 0.101629 | -0.111528 | 0.533957 | 0.123568 | -0.041738 | 0.003541 | 0.472122 | -0.053276 | 0.031096 | 0.216315 | 0.615381 | 0.085734 | 0.078908 | 0.490265 | -0.025471 | 0.003117 | 0.170952 | 0.118697 | 0.235917 | 0.169690 | 0.278082 | 0.100560 | -0.197874 | 0.126098 | 0.079881 | 0.073455 | 0.094601 | 1.000000 | 0.123507 | -0.903677 | 0.011249 | -0.002853 | -0.021203 | -0.157886 | 0.097176 | -0.010093 | -0.071444 |
| X57 | 0.315941 | 0.088669 | -0.028613 | -0.006392 | -0.008600 | 0.056635 | 0.318286 | -0.023399 | 0.119693 | -0.084026 | 0.314300 | 0.182574 | 0.178758 | 0.318286 | 0.007143 | 0.135125 | -0.024307 | 0.318286 | 0.237520 | -0.073930 | 0.103732 | 0.292985 | 0.235251 | 0.221289 | -0.025542 | 0.134179 | 0.071889 | 0.015151 | -0.021594 | -0.028721 | 0.231133 | -0.007804 | 0.019723 | 0.029567 | 0.278966 | 0.145098 | 0.034208 | -0.105864 | 0.189927 | -0.002882 | -0.010702 | 0.208512 | -0.071588 | -0.032004 | 0.107990 | 0.002391 | -0.045895 | 0.256918 | 0.210171 | -0.005075 | 0.120185 | -0.005959 | 0.018483 | 0.016984 | -0.005286 | 0.123507 | 1.000000 | -0.118787 | -0.076877 | 0.049452 | 0.016650 | -0.016831 | 0.044817 | 0.070500 | -0.026260 |
| X58 | -0.475262 | 0.224599 | -0.229822 | -0.132500 | -0.021587 | -0.165090 | -0.471185 | -0.103591 | 0.016543 | -0.242689 | -0.444618 | -0.363122 | -0.644938 | -0.471185 | -0.014184 | -0.371792 | -0.096988 | -0.471185 | -0.564933 | 0.045446 | -0.115316 | -0.388192 | -0.563651 | -0.354410 | -0.225031 | -0.373579 | -0.080925 | -0.074412 | -0.084054 | 0.131444 | -0.559453 | -0.079790 | 0.031505 | -0.006775 | -0.407853 | 0.062632 | -0.031037 | -0.228698 | -0.525344 | -0.097232 | -0.058259 | -0.504091 | 0.010579 | -0.027355 | -0.186100 | -0.131392 | -0.219553 | -0.174724 | -0.290390 | -0.112146 | 0.215168 | -0.082203 | -0.083334 | -0.078250 | -0.097679 | -0.903677 | -0.118787 | 1.000000 | 0.009756 | 0.002242 | 0.025119 | 0.165221 | -0.100829 | 0.010259 | 0.067087 |
| X59 | -0.034502 | 0.176337 | -0.083789 | -0.057733 | -0.022423 | -0.015823 | -0.041406 | -0.100015 | -0.053517 | -0.175859 | -0.033388 | -0.039694 | -0.000288 | -0.041406 | 0.053485 | -0.073486 | -0.100444 | -0.041406 | -0.010379 | 0.002128 | 0.011451 | -0.016941 | -0.004335 | -0.073089 | -0.112342 | -0.070329 | -0.016006 | -0.043113 | 0.062127 | 0.151887 | 0.003076 | 0.023829 | -0.061193 | -0.092777 | -0.016876 | -0.062778 | -0.051360 | 0.023000 | 0.019737 | -0.052357 | 0.049789 | 0.027078 | 0.006118 | 0.006630 | -0.004941 | -0.055777 | 0.000280 | -0.009081 | 0.013769 | -0.108012 | -0.021983 | 0.022853 | -0.056814 | -0.040983 | -0.004429 | 0.011249 | -0.076877 | 0.009756 | 1.000000 | -0.008030 | -0.020692 | 0.015648 | -0.062847 | -0.048644 | 0.024642 |
| X60 | 0.066428 | -0.023733 | 0.017550 | 0.015583 | 0.026001 | 0.000157 | 0.070773 | 0.030120 | 0.172086 | 0.024673 | 0.070718 | 0.042516 | 0.013393 | 0.070773 | 0.004283 | 0.046527 | 0.028915 | 0.070773 | 0.028838 | -0.204803 | 0.020739 | 0.067740 | 0.027532 | 0.067099 | -0.005332 | 0.043167 | 0.056365 | 0.042841 | -0.120915 | -0.056986 | 0.022423 | -0.054264 | 0.121204 | 0.133665 | 0.062239 | 0.174543 | 0.004600 | 0.011299 | 0.017339 | 0.043700 | -0.011455 | 0.021986 | -0.128495 | 0.009571 | 0.525395 | 0.067932 | -0.181342 | 0.060139 | 0.031129 | 0.021574 | -0.009568 | -0.054138 | 0.041113 | 0.040888 | -0.025431 | -0.002853 | 0.049452 | 0.002242 | -0.008030 | 1.000000 | 0.043818 | -0.060081 | 0.117054 | 0.111451 | -0.000638 |
| X61 | 0.039612 | -0.023462 | -0.082474 | -0.011547 | 0.006145 | 0.002925 | 0.034817 | 0.039132 | 0.237922 | 0.023107 | 0.037227 | 0.085235 | -0.035161 | 0.034817 | -0.012867 | 0.089138 | 0.039186 | 0.034817 | -0.017453 | -0.023306 | 0.023387 | 0.049115 | -0.008727 | 0.031550 | -0.028379 | 0.091675 | -0.006894 | -0.028024 | -0.144020 | -0.084962 | -0.026621 | -0.107239 | 0.230762 | 0.185405 | 0.037013 | 0.309272 | -0.033631 | 0.020229 | -0.013413 | 0.056197 | -0.009138 | -0.010771 | -0.275446 | -0.365859 | 0.029304 | -0.035039 | -0.022982 | 0.021738 | 0.010409 | -0.013172 | -0.023255 | -0.106477 | -0.024619 | -0.026700 | -0.050545 | -0.021203 | 0.016650 | 0.025119 | -0.020692 | 0.043818 | 1.000000 | -0.117159 | 0.226683 | 0.010389 | 0.018258 |
| X62 | -0.253080 | 0.470506 | -0.512818 | -0.276752 | -0.188597 | -0.225042 | -0.257693 | -0.240874 | -0.255156 | -0.468429 | -0.247580 | -0.211569 | -0.147773 | -0.257693 | 0.061026 | -0.220562 | -0.241153 | -0.257693 | -0.236481 | 0.309251 | -0.024656 | -0.232779 | -0.239486 | -0.291644 | -0.375635 | -0.213775 | -0.037173 | -0.105184 | 0.091397 | 0.722873 | -0.194818 | 0.833033 | -0.385489 | -0.280826 | -0.226443 | -0.307253 | -0.032741 | -0.471012 | -0.191004 | -0.190079 | 0.051660 | -0.170977 | 0.445725 | 0.339659 | -0.087322 | -0.258274 | 0.223727 | -0.175223 | -0.208364 | -0.257035 | 0.479716 | 0.827411 | -0.115833 | -0.107584 | -0.143918 | -0.157886 | -0.016831 | 0.165221 | 0.015648 | -0.060081 | -0.117159 | 1.000000 | -0.395384 | -0.050209 | 0.086079 |
| X63 | 0.271166 | -0.442297 | 0.444299 | 0.675840 | 0.117527 | 0.123760 | 0.274451 | 0.571030 | 0.279757 | 0.447634 | 0.264559 | 0.561834 | 0.130409 | 0.274451 | -0.061076 | 0.556358 | 0.567839 | 0.274451 | 0.177486 | -0.171284 | 0.005876 | 0.243481 | 0.176914 | 0.297397 | 0.284361 | 0.546661 | 0.103860 | 0.106882 | -0.197580 | -0.321517 | 0.158085 | -0.341566 | 0.977580 | 0.760005 | 0.233841 | 0.300347 | 0.026203 | 0.437701 | 0.136460 | 0.489535 | -0.051072 | 0.139691 | -0.246595 | -0.187736 | 0.127526 | 0.625735 | -0.132514 | 0.188826 | 0.147321 | 0.594003 | -0.438540 | -0.340719 | 0.113192 | 0.109490 | 0.050661 | 0.097176 | 0.044817 | -0.100829 | -0.062847 | 0.117054 | 0.226683 | -0.395384 | 1.000000 | 0.047080 | -0.045047 |
| X64 | 0.077265 | 0.094726 | 0.155709 | -0.000233 | 0.014869 | -0.051797 | 0.086207 | -0.052979 | 0.289867 | -0.086181 | 0.099631 | 0.014027 | -0.053609 | 0.086207 | 0.008871 | 0.001111 | -0.054958 | 0.086207 | 0.007282 | -0.048349 | 0.032597 | 0.083424 | 0.007386 | 0.071541 | -0.071760 | -0.002778 | 0.091074 | 0.673228 | -0.199688 | -0.080587 | 0.001750 | -0.044201 | 0.048462 | 0.109030 | 0.079123 | 0.294175 | -0.006252 | -0.166987 | -0.003984 | 0.000451 | -0.017192 | -0.005608 | -0.034503 | -0.003606 | 0.063310 | 0.009015 | -0.041701 | 0.101496 | 0.054850 | 0.023481 | 0.183722 | -0.043913 | 0.645482 | 0.651367 | -0.031648 | -0.010093 | 0.070500 | 0.010259 | -0.048644 | 0.111451 | 0.010389 | -0.050209 | 0.047080 | 1.000000 | 0.027309 |
| Y | -0.110029 | 0.112857 | -0.090460 | -0.042040 | -0.022826 | -0.088975 | -0.107213 | -0.041136 | 0.005927 | -0.113847 | -0.102442 | -0.072877 | -0.136480 | -0.107213 | 0.017705 | -0.074012 | -0.040886 | -0.107213 | -0.124087 | 0.040883 | 0.000446 | -0.101976 | -0.125478 | -0.103893 | -0.116401 | -0.073977 | -0.007508 | 0.004144 | -0.028479 | 0.060678 | -0.112064 | 0.062183 | -0.026601 | -0.009121 | -0.107934 | 0.024921 | -0.010766 | -0.122232 | -0.130252 | -0.027898 | -0.013366 | -0.124610 | 0.029202 | 0.003087 | -0.029971 | -0.052050 | 0.007001 | -0.063904 | -0.080055 | -0.038365 | 0.111107 | 0.047375 | -0.002556 | 0.000160 | -0.034508 | -0.071444 | -0.026260 | 0.067087 | 0.024642 | -0.000638 | 0.018258 | 0.086079 | -0.045047 | 0.027309 | 1.000000 |
-------------------------------------------------------------------------- For df4
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | X11 | X12 | X13 | X14 | X15 | X16 | X17 | X18 | X19 | X20 | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | X29 | X30 | X31 | X32 | X33 | X34 | X35 | X36 | X37 | X38 | X39 | X40 | X41 | X42 | X43 | X44 | X45 | X46 | X47 | X48 | X49 | X50 | X51 | X52 | X53 | X54 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X62 | X63 | X64 | Y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | 1.000000 | -0.341823 | 0.359100 | 0.125112 | 0.055870 | 0.328780 | 0.986948 | 0.103982 | 0.156366 | 0.349387 | 0.973931 | 0.530339 | 0.643565 | 0.986948 | 0.000494 | 0.469441 | 0.102967 | 0.986948 | 0.753207 | -0.137055 | 0.181727 | 0.913371 | 0.764611 | 0.710323 | 0.356465 | 0.469916 | 0.153498 | 0.141032 | 0.029203 | -0.217344 | 0.728696 | -0.170157 | 0.192443 | 0.193994 | 0.830657 | 0.159156 | 0.059002 | 0.307491 | 0.616880 | 0.082280 | -0.010104 | 0.696894 | -0.113829 | -0.038938 | 0.303646 | 0.126433 | -0.058315 | 0.799648 | 0.639434 | 0.133969 | -0.285963 | -0.170474 | 0.168405 | 0.145205 | 0.099940 | 0.450089 | 0.364708 | -0.475009 | -0.027528 | 0.037993 | 0.029694 | -0.250861 | 0.262219 | 0.085770 | -0.134760 |
| X2 | -0.341823 | 1.000000 | -0.680304 | -0.400273 | -0.139327 | -0.410018 | -0.345336 | -0.460103 | 0.134432 | -0.983740 | -0.304920 | -0.309617 | -0.341109 | -0.345336 | 0.097551 | -0.366389 | -0.466338 | -0.345336 | -0.344236 | 0.002613 | 0.063166 | -0.273500 | -0.334370 | -0.394944 | -0.773715 | -0.357501 | -0.072889 | -0.143241 | -0.074636 | 0.474066 | -0.312531 | 0.383669 | -0.397847 | -0.328453 | -0.258866 | 0.165008 | -0.126653 | -0.843073 | -0.262517 | -0.299412 | 0.069876 | -0.277430 | 0.010135 | 0.011509 | -0.127340 | -0.369779 | -0.031716 | -0.234696 | -0.209481 | -0.423735 | 0.832886 | 0.391479 | -0.199007 | -0.154150 | -0.222963 | -0.213754 | 0.061492 | 0.233469 | 0.163840 | 0.004940 | -0.014136 | 0.440811 | -0.422932 | 0.096082 | 0.134314 |
| X3 | 0.359100 | -0.680304 | 1.000000 | 0.488415 | 0.186874 | 0.268725 | 0.371088 | 0.337043 | 0.065452 | 0.690071 | 0.354658 | 0.289483 | 0.249455 | 0.371088 | -0.049011 | 0.319275 | 0.335676 | 0.371088 | 0.320526 | 0.108235 | -0.020083 | 0.305813 | 0.311888 | 0.402941 | 0.531381 | 0.306852 | 0.080029 | 0.379484 | -0.169440 | -0.449176 | 0.299643 | -0.432436 | 0.402852 | 0.366445 | 0.292021 | 0.019468 | 0.091622 | 0.659028 | 0.241507 | 0.349917 | -0.061251 | 0.255231 | 0.156321 | 0.120542 | 0.091132 | 0.446825 | 0.138540 | 0.287602 | 0.261172 | 0.470000 | -0.653879 | -0.439345 | 0.371896 | 0.377512 | 0.230414 | 0.224904 | 0.003712 | -0.244205 | -0.085446 | -0.000924 | -0.088394 | -0.495326 | 0.432203 | 0.157224 | -0.115082 |
| X4 | 0.125112 | -0.400273 | 0.488415 | 1.000000 | 0.166214 | 0.068708 | 0.129233 | 0.773761 | -0.076991 | 0.408006 | 0.118885 | 0.458102 | 0.187208 | 0.129233 | -0.062329 | 0.506383 | 0.769836 | 0.129233 | 0.190566 | 0.068107 | -0.032035 | 0.091095 | 0.175595 | 0.163105 | 0.251359 | 0.491884 | 0.060980 | 0.171766 | -0.135754 | -0.265299 | 0.186931 | -0.210318 | 0.607103 | 0.507366 | 0.088225 | -0.122847 | 0.099027 | 0.405440 | 0.131500 | 0.863679 | -0.040891 | 0.144218 | 0.113379 | 0.096146 | 0.047005 | 0.946438 | 0.079443 | 0.088185 | 0.110039 | 0.905242 | -0.399055 | -0.214486 | 0.177627 | 0.174397 | 0.081549 | 0.140781 | 0.000051 | -0.149420 | -0.051779 | 0.001266 | 0.017519 | -0.229352 | 0.660389 | 0.001896 | -0.034051 |
| X5 | 0.055870 | -0.139327 | 0.186874 | 0.166214 | 1.000000 | 0.036313 | 0.058202 | 0.143595 | 0.005295 | 0.141141 | 0.054379 | 0.096331 | 0.075230 | 0.058202 | -0.037305 | 0.085103 | 0.143457 | 0.058202 | 0.099335 | -0.058687 | -0.008949 | 0.044606 | 0.095114 | 0.065799 | 0.092716 | 0.079744 | 0.029242 | 0.063919 | -0.047327 | -0.161608 | 0.092140 | -0.165596 | 0.080274 | 0.076427 | 0.034632 | -0.006194 | 0.028659 | 0.135170 | 0.064781 | 0.159136 | -0.006034 | 0.082163 | 0.047426 | 0.113318 | 0.015863 | 0.182268 | -0.041730 | 0.049852 | 0.085902 | 0.158330 | -0.142331 | -0.167939 | 0.065273 | 0.063916 | 0.048799 | 0.043498 | -0.017926 | -0.055322 | -0.014142 | 0.018624 | -0.015101 | -0.175027 | 0.094074 | 0.011541 | -0.034416 |
| X6 | 0.328780 | -0.410018 | 0.268725 | 0.068708 | 0.036313 | 1.000000 | 0.336966 | 0.094717 | -0.120954 | 0.388104 | 0.305851 | 0.207210 | 0.279048 | 0.336966 | -0.015623 | 0.203806 | 0.100686 | 0.336966 | 0.325595 | -0.061834 | -0.034179 | 0.315529 | 0.319212 | 0.501969 | 0.566876 | 0.200755 | -0.011399 | 0.025410 | 0.267093 | -0.206304 | 0.280968 | -0.187226 | 0.088338 | -0.051774 | 0.320984 | -0.008910 | 0.102813 | 0.324878 | 0.313750 | 0.034463 | -0.046137 | 0.313506 | -0.067720 | -0.039688 | 0.077050 | 0.063021 | -0.040983 | 0.284706 | 0.286630 | 0.088028 | -0.322957 | -0.188487 | 0.058028 | 0.026735 | 0.196422 | 0.178273 | 0.084720 | -0.177646 | -0.003449 | 0.002477 | 0.002959 | -0.217785 | 0.113263 | -0.044645 | -0.086000 |
| X7 | 0.986948 | -0.345336 | 0.371088 | 0.129233 | 0.058202 | 0.336966 | 1.000000 | 0.105442 | 0.163402 | 0.352433 | 0.987662 | 0.541159 | 0.647103 | 1.000000 | -0.007123 | 0.478905 | 0.104458 | 1.000000 | 0.762291 | -0.148803 | 0.186393 | 0.934038 | 0.752525 | 0.724837 | 0.362175 | 0.469497 | 0.152121 | 0.149178 | 0.022895 | -0.227444 | 0.731103 | -0.178111 | 0.197998 | 0.199281 | 0.849474 | 0.168652 | 0.064409 | 0.306891 | 0.630700 | 0.087995 | -0.019695 | 0.712133 | -0.123390 | -0.042011 | 0.305506 | 0.132848 | -0.071175 | 0.820398 | 0.657470 | 0.139561 | -0.285167 | -0.178620 | 0.175891 | 0.153037 | 0.105233 | 0.448966 | 0.363786 | -0.474406 | -0.036658 | 0.044148 | 0.023425 | -0.257842 | 0.267743 | 0.093204 | -0.129394 |
| X8 | 0.103982 | -0.460103 | 0.337043 | 0.773761 | 0.143595 | 0.094717 | 0.105442 | 1.000000 | -0.096798 | 0.465078 | 0.089851 | 0.422919 | 0.195609 | 0.105442 | -0.064833 | 0.547644 | 0.996374 | 0.105442 | 0.186278 | 0.010456 | -0.047180 | 0.067808 | 0.171640 | 0.145812 | 0.293402 | 0.531822 | 0.063889 | 0.084297 | -0.075870 | -0.299929 | 0.168878 | -0.185784 | 0.519225 | 0.525273 | 0.062712 | -0.147764 | 0.128881 | 0.410505 | 0.123378 | 0.720048 | -0.041619 | 0.141849 | 0.025992 | 0.026366 | 0.069770 | 0.757377 | 0.027666 | 0.069127 | 0.095607 | 0.851471 | -0.391623 | -0.189629 | 0.101544 | 0.089541 | 0.079615 | 0.121872 | -0.014647 | -0.133161 | -0.090443 | 0.012059 | 0.069041 | -0.200977 | 0.565593 | -0.040020 | -0.033225 |
| X9 | 0.156366 | 0.134432 | 0.065452 | -0.076991 | 0.005295 | -0.120954 | 0.163402 | -0.096798 | 1.000000 | -0.102791 | 0.201595 | 0.028892 | -0.101520 | 0.163402 | -0.005409 | 0.022698 | -0.101943 | 0.163402 | -0.006152 | -0.264821 | 0.041644 | 0.181739 | 0.002825 | 0.182885 | -0.154360 | 0.022538 | 0.060084 | 0.105603 | -0.415096 | -0.203813 | -0.018099 | -0.234409 | 0.261641 | 0.418002 | 0.162386 | 0.831206 | -0.055090 | -0.189190 | -0.004004 | -0.072001 | -0.011348 | -0.016000 | -0.334856 | -0.230570 | 0.021905 | -0.065295 | -0.241665 | 0.145207 | 0.083270 | -0.049292 | 0.228615 | -0.237109 | 0.103480 | 0.104890 | -0.084100 | -0.003442 | 0.116045 | 0.004183 | -0.058773 | 0.146790 | 0.186358 | -0.240642 | 0.248781 | 0.318450 | 0.025727 |
| X10 | 0.349387 | -0.983740 | 0.690071 | 0.408006 | 0.141141 | 0.388104 | 0.352433 | 0.465078 | -0.102791 | 1.000000 | 0.317270 | 0.314846 | 0.342344 | 0.352433 | -0.093876 | 0.368488 | 0.461962 | 0.352433 | 0.349718 | 0.000147 | -0.065821 | 0.279583 | 0.340565 | 0.404028 | 0.763674 | 0.359733 | 0.078742 | 0.153132 | 0.023306 | -0.467799 | 0.321621 | -0.377345 | 0.402440 | 0.362429 | 0.262535 | -0.156472 | 0.118713 | 0.863520 | 0.265543 | 0.304469 | -0.064250 | 0.283052 | -0.001953 | -0.002764 | 0.131322 | 0.376910 | 0.038425 | 0.239302 | 0.218021 | 0.428430 | -0.822825 | -0.386105 | 0.211106 | 0.167143 | 0.202725 | 0.232937 | -0.057689 | -0.252928 | -0.163318 | -0.002929 | 0.011550 | -0.438798 | 0.429861 | -0.085226 | -0.134494 |
| X11 | 0.973931 | -0.304920 | 0.354658 | 0.118885 | 0.054379 | 0.305851 | 0.987662 | 0.089851 | 0.201595 | 0.317270 | 1.000000 | 0.530806 | 0.627440 | 0.987662 | -0.005127 | 0.465161 | 0.088011 | 0.987662 | 0.744675 | -0.153558 | 0.188893 | 0.936708 | 0.734996 | 0.715542 | 0.320626 | 0.455648 | 0.144830 | 0.152285 | -0.014276 | -0.213633 | 0.720336 | -0.171983 | 0.192795 | 0.210182 | 0.851122 | 0.189392 | 0.053399 | 0.282698 | 0.626719 | 0.079637 | -0.024219 | 0.707977 | -0.128998 | -0.045604 | 0.298213 | 0.123878 | -0.076560 | 0.823539 | 0.657471 | 0.126444 | -0.257490 | -0.173402 | 0.176191 | 0.156450 | 0.089285 | 0.443682 | 0.363719 | -0.460114 | -0.026100 | 0.050958 | 0.024539 | -0.250840 | 0.261226 | 0.105199 | -0.112575 |
| X12 | 0.530339 | -0.309617 | 0.289483 | 0.458102 | 0.096331 | 0.207210 | 0.541159 | 0.422919 | 0.028892 | 0.314846 | 0.530806 | 1.000000 | 0.505775 | 0.541159 | -0.039275 | 0.870412 | 0.421575 | 0.541159 | 0.569985 | -0.069252 | 0.094000 | 0.495569 | 0.557965 | 0.454671 | 0.267712 | 0.860985 | 0.133458 | 0.101492 | -0.015845 | -0.161598 | 0.558374 | -0.151609 | 0.408791 | 0.372104 | 0.453139 | 0.001743 | 0.100696 | 0.294149 | 0.459756 | 0.349489 | -0.025976 | 0.519988 | -0.061385 | -0.024904 | 0.222435 | 0.433047 | -0.017807 | 0.440397 | 0.459289 | 0.448795 | -0.283438 | -0.153828 | 0.115617 | 0.104568 | 0.076671 | 0.322069 | 0.166064 | -0.339511 | -0.026800 | 0.035240 | 0.047451 | -0.184640 | 0.534873 | 0.019532 | -0.064431 |
| X13 | 0.643565 | -0.341109 | 0.249455 | 0.187208 | 0.075230 | 0.279048 | 0.647103 | 0.195609 | -0.101520 | 0.342344 | 0.627440 | 0.505775 | 1.000000 | 0.647103 | -0.003425 | 0.486440 | 0.198668 | 0.647103 | 0.888115 | -0.059779 | 0.122098 | 0.565677 | 0.876298 | 0.444156 | 0.336997 | 0.484629 | 0.099222 | 0.044293 | 0.123877 | -0.129752 | 0.868314 | -0.005974 | 0.042598 | 0.030002 | 0.497758 | -0.158057 | 0.083189 | 0.347445 | 0.659610 | 0.152679 | -0.027232 | 0.800569 | 0.023175 | 0.081454 | 0.281171 | 0.193489 | 0.098303 | 0.337506 | 0.492367 | 0.170857 | -0.344962 | 0.002329 | 0.064403 | 0.048805 | 0.139063 | 0.580406 | 0.205058 | -0.632062 | 0.010532 | 0.017800 | -0.045257 | -0.188770 | 0.132153 | -0.064552 | -0.158291 |
| X14 | 0.986948 | -0.345336 | 0.371088 | 0.129233 | 0.058202 | 0.336966 | 1.000000 | 0.105442 | 0.163402 | 0.352433 | 0.987662 | 0.541159 | 0.647103 | 1.000000 | -0.007123 | 0.478905 | 0.104458 | 1.000000 | 0.762291 | -0.148803 | 0.186393 | 0.934038 | 0.752525 | 0.724837 | 0.362175 | 0.469497 | 0.152121 | 0.149178 | 0.022895 | -0.227444 | 0.731103 | -0.178111 | 0.197998 | 0.199281 | 0.849474 | 0.168652 | 0.064409 | 0.306891 | 0.630700 | 0.087995 | -0.019695 | 0.712133 | -0.123390 | -0.042011 | 0.305506 | 0.132848 | -0.071175 | 0.820398 | 0.657470 | 0.139561 | -0.285167 | -0.178620 | 0.175891 | 0.153037 | 0.105233 | 0.448966 | 0.363786 | -0.474406 | -0.036658 | 0.044148 | 0.023425 | -0.257842 | 0.267743 | 0.093204 | -0.129394 |
| X15 | 0.000494 | 0.097551 | -0.049011 | -0.062329 | -0.037305 | -0.015623 | -0.007123 | -0.064833 | -0.005409 | -0.093876 | -0.005127 | -0.039275 | -0.003425 | -0.007123 | 1.000000 | -0.062461 | -0.065967 | -0.007123 | 0.021894 | 0.026815 | 0.014241 | -0.001717 | 0.028433 | -0.044254 | -0.064571 | -0.060353 | -0.004890 | -0.005604 | -0.008479 | 0.058148 | 0.025047 | 0.047463 | -0.077779 | -0.051760 | -0.006329 | -0.012293 | -0.011247 | -0.076903 | 0.015790 | -0.048101 | 0.227627 | 0.027990 | 0.038790 | 0.029947 | -0.009459 | -0.057693 | 0.027124 | 0.023694 | 0.047520 | -0.061389 | 0.067789 | 0.048512 | -0.011960 | -0.009481 | -0.019901 | 0.022766 | -0.021860 | -0.026718 | 0.080686 | -0.000357 | -0.031475 | 0.038524 | -0.077621 | -0.001431 | -0.010187 |
| X16 | 0.469441 | -0.366389 | 0.319275 | 0.506383 | 0.085103 | 0.203806 | 0.478905 | 0.547644 | 0.022698 | 0.368488 | 0.465161 | 0.870412 | 0.486440 | 0.478905 | -0.062461 | 1.000000 | 0.548338 | 0.478905 | 0.461162 | -0.061802 | 0.057568 | 0.428327 | 0.450767 | 0.421936 | 0.287629 | 0.994712 | 0.124133 | 0.108317 | -0.030281 | -0.229962 | 0.450827 | -0.151411 | 0.443066 | 0.451326 | 0.394573 | -0.005040 | 0.123878 | 0.322480 | 0.367057 | 0.407929 | -0.047404 | 0.407906 | -0.067346 | -0.039209 | 0.206916 | 0.479604 | 0.011680 | 0.294997 | 0.282585 | 0.560063 | -0.308380 | -0.153284 | 0.123671 | 0.112778 | 0.081873 | 0.323713 | 0.136714 | -0.341155 | -0.073224 | 0.033502 | 0.066224 | -0.199348 | 0.562941 | 0.010117 | -0.056716 |
| X17 | 0.102967 | -0.466338 | 0.335676 | 0.769836 | 0.143457 | 0.100686 | 0.104458 | 0.996374 | -0.101943 | 0.461962 | 0.088011 | 0.421575 | 0.198668 | 0.104458 | -0.065967 | 0.548338 | 1.000000 | 0.104458 | 0.185883 | 0.011295 | -0.047104 | 0.066744 | 0.171113 | 0.144536 | 0.296318 | 0.532671 | 0.062129 | 0.082132 | -0.064845 | -0.302416 | 0.167720 | -0.187842 | 0.517491 | 0.514034 | 0.062116 | -0.151441 | 0.130894 | 0.405847 | 0.121918 | 0.716089 | -0.042593 | 0.139720 | 0.025321 | 0.024755 | 0.068502 | 0.753419 | 0.026935 | 0.068328 | 0.090336 | 0.848102 | -0.396540 | -0.191625 | 0.098882 | 0.086717 | 0.085899 | 0.115492 | -0.015413 | -0.126579 | -0.091307 | 0.011221 | 0.068874 | -0.202301 | 0.562678 | -0.042126 | -0.033357 |
| X18 | 0.986948 | -0.345336 | 0.371088 | 0.129233 | 0.058202 | 0.336966 | 1.000000 | 0.105442 | 0.163402 | 0.352433 | 0.987662 | 0.541159 | 0.647103 | 1.000000 | -0.007123 | 0.478905 | 0.104458 | 1.000000 | 0.762291 | -0.148803 | 0.186393 | 0.934038 | 0.752525 | 0.724837 | 0.362175 | 0.469497 | 0.152121 | 0.149178 | 0.022895 | -0.227444 | 0.731103 | -0.178111 | 0.197998 | 0.199281 | 0.849474 | 0.168652 | 0.064409 | 0.306891 | 0.630700 | 0.087995 | -0.019695 | 0.712133 | -0.123390 | -0.042011 | 0.305506 | 0.132848 | -0.071175 | 0.820398 | 0.657470 | 0.139561 | -0.285167 | -0.178620 | 0.175891 | 0.153037 | 0.105233 | 0.448966 | 0.363786 | -0.474406 | -0.036658 | 0.044148 | 0.023425 | -0.257842 | 0.267743 | 0.093204 | -0.129394 |
| X19 | 0.753207 | -0.344236 | 0.320526 | 0.190566 | 0.099335 | 0.325595 | 0.762291 | 0.186278 | -0.006152 | 0.349718 | 0.744675 | 0.569985 | 0.888115 | 0.762291 | 0.021894 | 0.461162 | 0.185883 | 0.762291 | 1.000000 | -0.101618 | 0.153225 | 0.687358 | 0.987031 | 0.539853 | 0.362850 | 0.451116 | 0.121594 | 0.083111 | 0.088402 | -0.229272 | 0.958659 | -0.135479 | 0.092036 | 0.084473 | 0.609497 | -0.035981 | 0.093999 | 0.325306 | 0.761973 | 0.154360 | 0.001634 | 0.910237 | -0.028096 | 0.047234 | 0.295279 | 0.196515 | 0.006232 | 0.608083 | 0.802491 | 0.188544 | -0.310382 | -0.131802 | 0.105714 | 0.086547 | 0.154432 | 0.529260 | 0.250215 | -0.580190 | -0.007725 | 0.025809 | -0.032723 | -0.277950 | 0.167760 | -0.004768 | -0.151109 |
| X20 | -0.137055 | 0.002613 | 0.108235 | 0.068107 | -0.058687 | -0.061834 | -0.148803 | 0.010456 | -0.264821 | 0.000147 | -0.153558 | -0.069252 | -0.059779 | -0.148803 | 0.026815 | -0.061802 | 0.011295 | -0.148803 | -0.101618 | 1.000000 | -0.067881 | -0.150959 | -0.095811 | -0.152757 | -0.030097 | -0.056518 | -0.041870 | 0.032019 | 0.075193 | 0.188387 | -0.084236 | 0.237759 | -0.150197 | -0.122370 | -0.132476 | -0.326157 | -0.003871 | 0.020397 | -0.090175 | -0.041519 | 0.008294 | -0.086016 | 0.675047 | 0.073935 | -0.120498 | -0.064191 | 0.894788 | -0.106701 | -0.106950 | 0.046244 | -0.010995 | 0.230248 | 0.014521 | 0.034178 | 0.036900 | -0.026473 | -0.081968 | 0.026439 | 0.015289 | -0.199944 | -0.026549 | 0.245437 | -0.149188 | -0.060456 | 0.041837 |
| X21 | 0.181727 | 0.063166 | -0.020083 | -0.032035 | -0.008949 | -0.034179 | 0.186393 | -0.047180 | 0.041644 | -0.065821 | 0.188893 | 0.094000 | 0.122098 | 0.186393 | 0.014241 | 0.057568 | -0.047104 | 0.186393 | 0.153225 | -0.067881 | 1.000000 | 0.180549 | 0.156960 | -0.014688 | -0.027620 | 0.059082 | 0.028691 | -0.010388 | 0.093143 | 0.002593 | 0.152472 | -0.023460 | -0.033607 | -0.027510 | 0.193411 | 0.039822 | 0.011228 | -0.038737 | 0.174092 | -0.033558 | -0.010290 | 0.149080 | -0.082684 | -0.054845 | 0.054920 | -0.029254 | -0.043424 | 0.163400 | 0.145064 | -0.031008 | 0.035605 | -0.016929 | -0.013800 | -0.011738 | 0.000449 | 0.111427 | 0.140426 | -0.102743 | 0.054816 | 0.009796 | -0.037186 | -0.038579 | -0.010280 | 0.055601 | -0.038726 |
| X22 | 0.913371 | -0.273500 | 0.305813 | 0.091095 | 0.044606 | 0.315529 | 0.934038 | 0.067808 | 0.181739 | 0.279583 | 0.936708 | 0.495569 | 0.565677 | 0.934038 | -0.001717 | 0.428327 | 0.066744 | 0.934038 | 0.687358 | -0.150959 | 0.180549 | 1.000000 | 0.672557 | 0.676261 | 0.301467 | 0.414733 | 0.143698 | 0.132805 | 0.016179 | -0.193972 | 0.601507 | -0.170533 | 0.186645 | 0.184087 | 0.902677 | 0.192344 | 0.052397 | 0.252357 | 0.665074 | 0.054894 | -0.030918 | 0.758147 | -0.134963 | -0.055847 | 0.279921 | 0.096039 | -0.096543 | 0.888505 | 0.709538 | 0.099367 | -0.230578 | -0.171390 | 0.156685 | 0.137140 | 0.078315 | 0.381292 | 0.338848 | -0.392934 | -0.016159 | 0.048671 | 0.029742 | -0.235795 | 0.241531 | 0.092011 | -0.104896 |
| X23 | 0.764611 | -0.334370 | 0.311888 | 0.175595 | 0.095114 | 0.319212 | 0.752525 | 0.171640 | 0.002825 | 0.340565 | 0.734996 | 0.557965 | 0.876298 | 0.752525 | 0.028433 | 0.450767 | 0.171113 | 0.752525 | 0.987031 | -0.095811 | 0.156960 | 0.672557 | 1.000000 | 0.527238 | 0.353302 | 0.449911 | 0.122740 | 0.079288 | 0.090091 | -0.229005 | 0.951535 | -0.140600 | 0.090824 | 0.084738 | 0.596385 | -0.024765 | 0.087819 | 0.317622 | 0.744508 | 0.135215 | 0.011322 | 0.891017 | -0.028810 | 0.041400 | 0.290897 | 0.177969 | 0.013222 | 0.592196 | 0.785860 | 0.172972 | -0.301972 | -0.136571 | 0.102090 | 0.082756 | 0.148587 | 0.524544 | 0.252001 | -0.574377 | 0.003419 | 0.022984 | -0.021324 | -0.282778 | 0.165860 | -0.003441 | -0.154530 |
| X24 | 0.710323 | -0.394944 | 0.402941 | 0.163105 | 0.065799 | 0.501969 | 0.724837 | 0.145812 | 0.182885 | 0.404028 | 0.715542 | 0.454671 | 0.444156 | 0.724837 | -0.044254 | 0.421936 | 0.144536 | 0.724837 | 0.539853 | -0.152757 | -0.014688 | 0.676261 | 0.527238 | 1.000000 | 0.423412 | 0.412208 | 0.129103 | 0.162667 | -0.016254 | -0.264326 | 0.513398 | -0.210200 | 0.245119 | 0.256534 | 0.645465 | 0.173306 | 0.074513 | 0.328766 | 0.469174 | 0.116121 | -0.051180 | 0.502898 | -0.117575 | -0.030837 | 0.215404 | 0.166277 | -0.092706 | 0.598654 | 0.478782 | 0.180123 | -0.304838 | -0.214897 | 0.190641 | 0.165640 | 0.107149 | 0.341333 | 0.239883 | -0.337602 | -0.061129 | 0.053735 | 0.036715 | -0.265947 | 0.302337 | 0.090131 | -0.098969 |
| X25 | 0.356465 | -0.773715 | 0.531381 | 0.251359 | 0.092716 | 0.566876 | 0.362175 | 0.293402 | -0.154360 | 0.763674 | 0.320626 | 0.267712 | 0.336997 | 0.362175 | -0.064571 | 0.287629 | 0.296318 | 0.362175 | 0.362850 | -0.030097 | -0.027620 | 0.301467 | 0.353302 | 0.423412 | 1.000000 | 0.277497 | 0.065825 | 0.116606 | 0.232548 | -0.376624 | 0.326084 | -0.315355 | 0.226810 | 0.111562 | 0.293482 | -0.129547 | 0.130955 | 0.655000 | 0.300759 | 0.176662 | -0.068535 | 0.310700 | -0.033083 | -0.019482 | 0.113580 | 0.234163 | 0.000336 | 0.268898 | 0.259018 | 0.272810 | -0.637257 | -0.317438 | 0.170505 | 0.125435 | 0.220654 | 0.204902 | 0.003723 | -0.223184 | -0.103130 | -0.018638 | -0.031199 | -0.362981 | 0.257381 | -0.076002 | -0.141141 |
| X26 | 0.469916 | -0.357501 | 0.306852 | 0.491884 | 0.079744 | 0.200755 | 0.469497 | 0.531822 | 0.022538 | 0.359733 | 0.455648 | 0.860985 | 0.484629 | 0.469497 | -0.060353 | 0.994712 | 0.532671 | 0.469497 | 0.451116 | -0.056518 | 0.059082 | 0.414733 | 0.449911 | 0.412208 | 0.277497 | 1.000000 | 0.125380 | 0.101306 | -0.027494 | -0.220866 | 0.446286 | -0.145083 | 0.436319 | 0.443621 | 0.381371 | -0.004655 | 0.119878 | 0.315514 | 0.352508 | 0.386244 | -0.044776 | 0.393095 | -0.064423 | -0.039689 | 0.203056 | 0.459903 | 0.018938 | 0.275753 | 0.262407 | 0.542855 | -0.301736 | -0.146775 | 0.116421 | 0.105805 | 0.077465 | 0.324224 | 0.137895 | -0.341860 | -0.070416 | 0.031275 | 0.070166 | -0.194568 | 0.557601 | 0.006789 | -0.057583 |
| X27 | 0.153498 | -0.072889 | 0.080029 | 0.060980 | 0.029242 | -0.011399 | 0.152121 | 0.063889 | 0.060084 | 0.078742 | 0.144830 | 0.133458 | 0.099222 | 0.152121 | -0.004890 | 0.124133 | 0.062129 | 0.152121 | 0.121594 | -0.041870 | 0.028691 | 0.143698 | 0.122740 | 0.129103 | 0.065825 | 0.125380 | 1.000000 | 0.060309 | -0.050491 | -0.061276 | 0.110287 | -0.045208 | 0.085936 | 0.122416 | 0.126317 | 0.040138 | 0.005994 | 0.060075 | 0.103457 | 0.050353 | -0.004289 | 0.120555 | -0.035455 | -0.012816 | 0.078617 | 0.066133 | -0.031608 | 0.126307 | 0.111177 | 0.066624 | -0.055193 | -0.046037 | 0.064223 | 0.062014 | -0.005947 | 0.077854 | 0.044430 | -0.082257 | -0.021641 | 0.030302 | 0.004793 | -0.055650 | 0.102855 | 0.032708 | -0.014134 |
| X28 | 0.141032 | -0.143241 | 0.379484 | 0.171766 | 0.063919 | 0.025410 | 0.149178 | 0.084297 | 0.105603 | 0.153132 | 0.152285 | 0.101492 | 0.044293 | 0.149178 | -0.005604 | 0.108317 | 0.082132 | 0.149178 | 0.083111 | 0.032019 | -0.010388 | 0.132805 | 0.079288 | 0.162667 | 0.116606 | 0.101306 | 0.060309 | 1.000000 | -0.180449 | -0.140593 | 0.079704 | -0.080652 | 0.110603 | 0.158421 | 0.120917 | 0.080447 | 0.008395 | 0.119817 | 0.052489 | 0.143669 | -0.021982 | 0.061596 | 0.085954 | 0.089336 | 0.050677 | 0.173419 | 0.036525 | 0.143759 | 0.084788 | 0.190184 | -0.104596 | -0.081607 | 0.949918 | 0.995155 | 0.001424 | 0.057080 | 0.031347 | -0.062327 | -0.050273 | 0.033285 | -0.027563 | -0.093886 | 0.123876 | 0.639614 | 0.006079 |
| X29 | 0.029203 | -0.074636 | -0.169440 | -0.135754 | -0.047327 | 0.267093 | 0.022895 | -0.075870 | -0.415096 | 0.023306 | -0.014276 | -0.015845 | 0.123877 | 0.022895 | -0.008479 | -0.030281 | -0.064845 | 0.022895 | 0.088402 | 0.075193 | 0.093143 | 0.016179 | 0.090091 | -0.016254 | 0.232548 | -0.027494 | -0.050491 | -0.180449 | 1.000000 | 0.088058 | 0.066147 | 0.047392 | -0.213587 | -0.378852 | 0.082337 | -0.297947 | 0.157481 | 0.075929 | 0.161417 | -0.125691 | -0.018043 | 0.093425 | 0.041912 | -0.006398 | -0.038152 | -0.146454 | 0.076148 | 0.024024 | 0.036119 | -0.135315 | -0.116880 | 0.056719 | -0.169566 | -0.181661 | 0.340238 | 0.079481 | -0.001323 | -0.052082 | 0.072099 | -0.118817 | -0.100621 | 0.043529 | -0.203939 | -0.214109 | -0.054219 |
| X30 | -0.217344 | 0.474066 | -0.449176 | -0.265299 | -0.161608 | -0.206304 | -0.227444 | -0.299929 | -0.203813 | -0.467799 | -0.213633 | -0.161598 | -0.129752 | -0.227444 | 0.058148 | -0.229962 | -0.302416 | -0.227444 | -0.229272 | 0.188387 | 0.002593 | -0.193972 | -0.229005 | -0.264326 | -0.376624 | -0.220866 | -0.061276 | -0.140593 | 0.088058 | 1.000000 | -0.180400 | 0.590058 | -0.256874 | -0.259115 | -0.180154 | -0.237502 | -0.089890 | -0.279131 | -0.158851 | -0.279957 | 0.035536 | -0.152043 | 0.287809 | 0.231068 | -0.061584 | -0.263171 | 0.138418 | -0.153679 | -0.210209 | -0.343858 | 0.248607 | 0.583161 | -0.162955 | -0.142705 | -0.129992 | -0.117266 | -0.036797 | 0.155204 | 0.179964 | -0.042043 | -0.055055 | 0.653823 | -0.266325 | -0.071752 | 0.074171 |
| X31 | 0.728696 | -0.312531 | 0.299643 | 0.186931 | 0.092140 | 0.280968 | 0.731103 | 0.168878 | -0.018099 | 0.321621 | 0.720336 | 0.558374 | 0.868314 | 0.731103 | 0.025047 | 0.450827 | 0.167720 | 0.731103 | 0.958659 | -0.084236 | 0.152472 | 0.601507 | 0.951535 | 0.513398 | 0.326084 | 0.446286 | 0.110287 | 0.079704 | 0.066147 | -0.180400 | 1.000000 | -0.097999 | 0.071823 | 0.076074 | 0.534546 | -0.055617 | 0.076636 | 0.313688 | 0.681924 | 0.151218 | 0.006657 | 0.814389 | -0.007891 | 0.059970 | 0.286151 | 0.192276 | 0.033954 | 0.522271 | 0.702478 | 0.177475 | -0.296588 | -0.096111 | 0.099125 | 0.083118 | 0.138461 | 0.542393 | 0.250714 | -0.582167 | 0.002786 | 0.021644 | -0.033792 | -0.239274 | 0.153988 | -0.010437 | -0.132333 |
| X32 | -0.170157 | 0.383669 | -0.432436 | -0.210318 | -0.165596 | -0.187226 | -0.178111 | -0.185784 | -0.234409 | -0.377345 | -0.171983 | -0.151609 | -0.005974 | -0.178111 | 0.047463 | -0.151411 | -0.187842 | -0.178111 | -0.135479 | 0.237759 | -0.023460 | -0.170533 | -0.140600 | -0.210200 | -0.315355 | -0.145083 | -0.045208 | -0.080652 | 0.047392 | 0.590058 | -0.097999 | 1.000000 | -0.354176 | -0.249613 | -0.139463 | -0.285974 | -0.034003 | -0.390931 | -0.073593 | -0.139019 | 0.065450 | -0.097267 | 0.387845 | 0.324886 | -0.014029 | -0.189414 | 0.297337 | -0.185745 | -0.202413 | -0.189666 | 0.405213 | 0.978069 | -0.085477 | -0.080462 | -0.122231 | 0.093643 | -0.032341 | -0.039032 | 0.030814 | -0.046103 | -0.094979 | 0.899971 | -0.343792 | -0.051009 | 0.084014 |
| X33 | 0.192443 | -0.397847 | 0.402852 | 0.607103 | 0.080274 | 0.088338 | 0.197998 | 0.519225 | 0.261641 | 0.402440 | 0.192795 | 0.408791 | 0.042598 | 0.197998 | -0.077779 | 0.443066 | 0.517491 | 0.197998 | 0.092036 | -0.150197 | -0.033607 | 0.186645 | 0.090824 | 0.245119 | 0.226810 | 0.436319 | 0.085936 | 0.110603 | -0.213587 | -0.256874 | 0.071823 | -0.354176 | 1.000000 | 0.783644 | 0.149097 | 0.284551 | 0.043735 | 0.406828 | 0.046037 | 0.439764 | -0.065840 | 0.071969 | -0.222424 | -0.174709 | 0.085651 | 0.550474 | -0.158171 | 0.168001 | 0.103675 | 0.527442 | -0.404423 | -0.361305 | 0.117677 | 0.112930 | 0.030433 | -0.030337 | 0.029348 | 0.022014 | -0.050158 | 0.106808 | 0.220762 | -0.352620 | 0.962957 | 0.060970 | -0.017627 |
| X34 | 0.193994 | -0.328453 | 0.366445 | 0.507366 | 0.076427 | -0.051774 | 0.199281 | 0.525273 | 0.418002 | 0.362429 | 0.210182 | 0.372104 | 0.030002 | 0.199281 | -0.051760 | 0.451326 | 0.514034 | 0.199281 | 0.084473 | -0.122370 | -0.027510 | 0.184087 | 0.084738 | 0.256534 | 0.111562 | 0.443621 | 0.122416 | 0.158421 | -0.378852 | -0.259115 | 0.076074 | -0.249613 | 0.783644 | 1.000000 | 0.144646 | 0.292576 | 0.004402 | 0.290777 | 0.032980 | 0.400047 | -0.037945 | 0.060915 | -0.160891 | -0.114869 | 0.096615 | 0.478350 | -0.114241 | 0.167245 | 0.099639 | 0.559236 | -0.250532 | -0.255255 | 0.174919 | 0.164657 | -0.056990 | 0.008747 | 0.034550 | -0.020413 | -0.092889 | 0.100884 | 0.164732 | -0.253272 | 0.767894 | 0.124358 | 0.006486 |
| X35 | 0.830657 | -0.258866 | 0.292021 | 0.088225 | 0.034632 | 0.320984 | 0.849474 | 0.062712 | 0.162386 | 0.262535 | 0.851122 | 0.453139 | 0.497758 | 0.849474 | -0.006329 | 0.394573 | 0.062116 | 0.849474 | 0.609497 | -0.132476 | 0.193411 | 0.902677 | 0.596385 | 0.645465 | 0.293482 | 0.381371 | 0.126317 | 0.120917 | 0.082337 | -0.180154 | 0.534546 | -0.139463 | 0.149097 | 0.144646 | 1.000000 | 0.176037 | 0.051824 | 0.241952 | 0.779259 | 0.049049 | -0.020627 | 0.665655 | -0.120421 | -0.051688 | 0.241016 | 0.092552 | -0.060394 | 0.803349 | 0.627492 | 0.094254 | -0.215886 | -0.139797 | 0.143203 | 0.124792 | 0.080720 | 0.482863 | 0.312238 | -0.405980 | -0.016670 | 0.030339 | 0.017941 | -0.221318 | 0.220489 | 0.089957 | -0.125173 |
| X36 | 0.159156 | 0.165008 | 0.019468 | -0.122847 | -0.006194 | -0.008910 | 0.168652 | -0.147764 | 0.831206 | -0.156472 | 0.189392 | 0.001743 | -0.158057 | 0.168652 | -0.012293 | -0.005040 | -0.151441 | 0.168652 | -0.035981 | -0.326157 | 0.039822 | 0.192344 | -0.024765 | 0.173306 | -0.129547 | -0.004655 | 0.040138 | 0.080447 | -0.297947 | -0.237502 | -0.055617 | -0.285974 | 0.284551 | 0.292576 | 0.176037 | 1.000000 | -0.041774 | -0.260748 | -0.028465 | -0.111237 | -0.023192 | -0.044847 | -0.419532 | -0.293595 | 0.013966 | -0.107717 | -0.305545 | 0.155494 | 0.088495 | -0.085950 | 0.291173 | -0.289585 | 0.078397 | 0.077342 | -0.072303 | -0.056574 | 0.133866 | 0.054910 | -0.070212 | 0.162090 | 0.254477 | -0.285233 | 0.260379 | 0.319847 | 0.040802 |
| X37 | 0.059002 | -0.126653 | 0.091622 | 0.099027 | 0.028659 | 0.102813 | 0.064409 | 0.128881 | -0.055090 | 0.118713 | 0.053399 | 0.100696 | 0.083189 | 0.064409 | -0.011247 | 0.123878 | 0.130894 | 0.064409 | 0.093999 | -0.003871 | 0.011228 | 0.052397 | 0.087819 | 0.074513 | 0.130955 | 0.119878 | 0.005994 | 0.008395 | 0.157481 | -0.089890 | 0.076636 | -0.034003 | 0.043735 | 0.004402 | 0.051824 | -0.041774 | 1.000000 | 0.058330 | 0.071933 | 0.087756 | -0.017991 | 0.073499 | 0.016181 | 0.025117 | 0.007562 | 0.095841 | 0.007365 | 0.052264 | 0.065408 | 0.126566 | -0.060556 | -0.034173 | 0.014141 | 0.006891 | 0.245502 | 0.050682 | 0.020101 | -0.051396 | -0.060881 | -0.018447 | -0.023546 | -0.037156 | 0.057416 | -0.017306 | -0.019135 |
| X38 | 0.307491 | -0.843073 | 0.659028 | 0.405440 | 0.135170 | 0.324878 | 0.306891 | 0.410505 | -0.189190 | 0.863520 | 0.282698 | 0.294149 | 0.347445 | 0.306891 | -0.076903 | 0.322480 | 0.405847 | 0.306891 | 0.325306 | 0.020397 | -0.038737 | 0.252357 | 0.317622 | 0.328766 | 0.655000 | 0.315514 | 0.060075 | 0.119817 | 0.075929 | -0.279131 | 0.313688 | -0.390931 | 0.406828 | 0.290777 | 0.241952 | -0.260748 | 0.058330 | 1.000000 | 0.271638 | 0.290196 | -0.061992 | 0.287543 | 0.002076 | -0.014297 | 0.115910 | 0.367263 | 0.052386 | 0.213377 | 0.194197 | 0.360762 | -0.953193 | -0.400703 | 0.141917 | 0.136756 | 0.198169 | 0.233098 | -0.064246 | -0.236962 | 0.028803 | -0.012705 | 0.017737 | -0.456050 | 0.431587 | -0.150795 | -0.145158 |
| X39 | 0.616880 | -0.262517 | 0.241507 | 0.131500 | 0.064781 | 0.313750 | 0.630700 | 0.123378 | -0.004004 | 0.265543 | 0.626719 | 0.459756 | 0.659610 | 0.630700 | 0.015790 | 0.367057 | 0.121918 | 0.630700 | 0.761973 | -0.090175 | 0.174092 | 0.665074 | 0.744508 | 0.469174 | 0.300759 | 0.352508 | 0.103457 | 0.052489 | 0.161417 | -0.158851 | 0.681924 | -0.073593 | 0.046037 | 0.032980 | 0.779259 | -0.028465 | 0.071933 | 0.271638 | 1.000000 | 0.093677 | -0.000931 | 0.829163 | -0.041930 | 0.018939 | 0.242029 | 0.137798 | 0.025203 | 0.597648 | 0.744355 | 0.121022 | -0.250515 | -0.060327 | 0.072949 | 0.056080 | 0.122631 | 0.624427 | 0.202533 | -0.533882 | 0.010154 | 0.014910 | -0.039175 | -0.225204 | 0.129841 | -0.004497 | -0.153017 |
| X40 | 0.082280 | -0.299412 | 0.349917 | 0.863679 | 0.159136 | 0.034463 | 0.087995 | 0.720048 | -0.072001 | 0.304469 | 0.079637 | 0.349489 | 0.152679 | 0.087995 | -0.048101 | 0.407929 | 0.716089 | 0.087995 | 0.154360 | -0.041519 | -0.033558 | 0.054894 | 0.135215 | 0.116121 | 0.176662 | 0.386244 | 0.050353 | 0.143669 | -0.125691 | -0.279957 | 0.151218 | -0.139019 | 0.439764 | 0.400047 | 0.049049 | -0.111237 | 0.087756 | 0.290196 | 0.093677 | 1.000000 | -0.029165 | 0.108675 | -0.021945 | 0.005151 | 0.058142 | 0.917315 | -0.020108 | 0.059565 | 0.081186 | 0.838674 | -0.286397 | -0.141627 | 0.150928 | 0.145305 | 0.055375 | 0.102104 | -0.000201 | -0.114680 | -0.044102 | 0.030734 | 0.068875 | -0.152690 | 0.475183 | -0.000346 | -0.015337 |
| X41 | -0.010104 | 0.069876 | -0.061251 | -0.040891 | -0.006034 | -0.046137 | -0.019695 | -0.041619 | -0.011348 | -0.064250 | -0.024219 | -0.025976 | -0.027232 | -0.019695 | 0.227627 | -0.047404 | -0.042593 | -0.019695 | 0.001634 | 0.008294 | -0.010290 | -0.030918 | 0.011322 | -0.051180 | -0.068535 | -0.044776 | -0.004289 | -0.021982 | -0.018043 | 0.035536 | 0.006657 | 0.065450 | -0.065840 | -0.037945 | -0.020627 | -0.023192 | -0.017991 | -0.061992 | -0.000931 | -0.029165 | 1.000000 | -0.009900 | 0.011036 | 0.007963 | 0.014215 | -0.038575 | 0.022101 | 0.003721 | 0.020689 | -0.041309 | 0.058333 | 0.068971 | -0.023666 | -0.022934 | -0.023876 | 0.068011 | 0.004031 | -0.072221 | 0.037932 | -0.007791 | -0.007159 | 0.048405 | -0.058986 | -0.017749 | -0.033387 |
| X42 | 0.696894 | -0.277430 | 0.255231 | 0.144218 | 0.082163 | 0.313506 | 0.712133 | 0.141849 | -0.016000 | 0.283052 | 0.707977 | 0.519988 | 0.800569 | 0.712133 | 0.027990 | 0.407906 | 0.139720 | 0.712133 | 0.910237 | -0.086016 | 0.149080 | 0.758147 | 0.891017 | 0.502898 | 0.310700 | 0.393095 | 0.120555 | 0.061596 | 0.093425 | -0.152043 | 0.814389 | -0.097267 | 0.071969 | 0.060915 | 0.665655 | -0.044847 | 0.073499 | 0.287543 | 0.829163 | 0.108675 | -0.009900 | 1.000000 | -0.034622 | 0.025330 | 0.280670 | 0.149158 | 0.000396 | 0.679311 | 0.884551 | 0.135576 | -0.274884 | -0.094809 | 0.081274 | 0.065210 | 0.124905 | 0.498011 | 0.223481 | -0.526344 | 0.024353 | 0.024886 | -0.028795 | -0.231649 | 0.139413 | -0.011805 | -0.125781 |
| X43 | -0.113829 | 0.010135 | 0.156321 | 0.113379 | 0.047426 | -0.067720 | -0.123390 | 0.025992 | -0.334856 | -0.001953 | -0.128998 | -0.061385 | 0.023175 | -0.123390 | 0.038790 | -0.067346 | 0.025321 | -0.123390 | -0.028096 | 0.675047 | -0.082684 | -0.134963 | -0.028810 | -0.117575 | -0.033083 | -0.064423 | -0.035455 | 0.085954 | 0.041912 | 0.287809 | -0.007891 | 0.387845 | -0.222424 | -0.160891 | -0.120421 | -0.419532 | 0.016181 | 0.002076 | -0.041930 | -0.021945 | 0.011036 | -0.034622 | 1.000000 | 0.785665 | -0.044595 | 0.062188 | 0.607517 | -0.077226 | -0.079016 | 0.082435 | 0.015678 | 0.381349 | 0.071920 | 0.086943 | 0.055466 | -0.000872 | -0.073653 | -0.003417 | -0.002114 | -0.123018 | -0.261657 | 0.388816 | -0.214699 | -0.035465 | 0.016834 |
| X44 | -0.038938 | 0.011509 | 0.120542 | 0.096146 | 0.113318 | -0.039688 | -0.042011 | 0.026366 | -0.230570 | -0.002764 | -0.045604 | -0.024904 | 0.081454 | -0.042011 | 0.029947 | -0.039209 | 0.024755 | -0.042011 | 0.047234 | 0.073935 | -0.054845 | -0.055847 | 0.041400 | -0.030837 | -0.019482 | -0.039689 | -0.012816 | 0.089336 | -0.006398 | 0.231068 | 0.059970 | 0.324886 | -0.174709 | -0.114869 | -0.051688 | -0.293595 | 0.025117 | -0.014297 | 0.018939 | 0.005151 | 0.007963 | 0.025330 | 0.785665 | 1.000000 | 0.040762 | 0.137888 | 0.070877 | -0.014915 | -0.017124 | 0.072652 | 0.030412 | 0.322405 | 0.085038 | 0.088863 | 0.044033 | 0.021020 | -0.030823 | -0.026789 | -0.015679 | 0.001376 | -0.331424 | 0.319762 | -0.165113 | 0.002756 | -0.012328 |
| X45 | 0.303646 | -0.127340 | 0.091132 | 0.047005 | 0.015863 | 0.077050 | 0.305506 | 0.069770 | 0.021905 | 0.131322 | 0.298213 | 0.222435 | 0.281171 | 0.305506 | -0.009459 | 0.206916 | 0.068502 | 0.305506 | 0.295279 | -0.120498 | 0.054920 | 0.279921 | 0.290897 | 0.215404 | 0.113580 | 0.203056 | 0.078617 | 0.050677 | -0.038152 | -0.061584 | 0.286151 | -0.014029 | 0.085651 | 0.096615 | 0.241016 | 0.013966 | 0.007562 | 0.115910 | 0.242029 | 0.058142 | 0.014215 | 0.280670 | -0.044595 | 0.040762 | 1.000000 | 0.075352 | -0.102537 | 0.241440 | 0.228077 | 0.050038 | -0.110892 | -0.013212 | 0.056150 | 0.047195 | 0.007461 | 0.151057 | 0.090916 | -0.167058 | -0.004238 | 0.495978 | -0.001560 | -0.055080 | 0.105844 | 0.019227 | -0.038719 |
| X46 | 0.126433 | -0.369779 | 0.446825 | 0.946438 | 0.182268 | 0.063021 | 0.132848 | 0.757377 | -0.065295 | 0.376910 | 0.123878 | 0.433047 | 0.193489 | 0.132848 | -0.057693 | 0.479604 | 0.753419 | 0.132848 | 0.196515 | -0.064191 | -0.029254 | 0.096039 | 0.177969 | 0.166277 | 0.234163 | 0.459903 | 0.066133 | 0.173419 | -0.146454 | -0.263171 | 0.192276 | -0.189414 | 0.550474 | 0.478350 | 0.092552 | -0.107717 | 0.095841 | 0.367263 | 0.137798 | 0.917315 | -0.038575 | 0.149158 | 0.062188 | 0.137888 | 0.075352 | 1.000000 | -0.035442 | 0.091854 | 0.113422 | 0.879813 | -0.362661 | -0.193079 | 0.181229 | 0.175349 | 0.072974 | 0.139608 | 0.006035 | -0.149671 | -0.055443 | 0.039919 | -0.005115 | -0.208200 | 0.607114 | 0.010683 | -0.041958 |
| X47 | -0.058315 | -0.031716 | 0.138540 | 0.079443 | -0.041730 | -0.040983 | -0.071175 | 0.027666 | -0.241665 | 0.038425 | -0.076560 | -0.017807 | 0.098303 | -0.071175 | 0.027124 | 0.011680 | 0.026935 | -0.071175 | 0.006232 | 0.894788 | -0.043424 | -0.096543 | 0.013222 | -0.092706 | 0.000336 | 0.018938 | -0.031608 | 0.036525 | 0.076148 | 0.138418 | 0.033954 | 0.297337 | -0.158171 | -0.114241 | -0.060394 | -0.305545 | 0.007365 | 0.052386 | 0.025203 | -0.020108 | 0.022101 | 0.000396 | 0.607517 | 0.070877 | -0.102537 | -0.035442 | 1.000000 | -0.137258 | -0.093567 | 0.066148 | -0.042421 | 0.304512 | 0.022661 | 0.038996 | 0.047887 | 0.220410 | -0.053249 | -0.209151 | 0.007919 | -0.184186 | -0.032339 | 0.187896 | -0.127399 | -0.058678 | 0.005362 |
| X48 | 0.799648 | -0.234696 | 0.287602 | 0.088185 | 0.049852 | 0.284706 | 0.820398 | 0.069127 | 0.145207 | 0.239302 | 0.823539 | 0.440397 | 0.337506 | 0.820398 | 0.023694 | 0.294997 | 0.068328 | 0.820398 | 0.608083 | -0.106701 | 0.163400 | 0.888505 | 0.592196 | 0.598654 | 0.268898 | 0.275753 | 0.126307 | 0.143759 | 0.024024 | -0.153679 | 0.522271 | -0.185745 | 0.168001 | 0.167245 | 0.803349 | 0.155494 | 0.052264 | 0.213377 | 0.597648 | 0.059565 | 0.003721 | 0.679311 | -0.077226 | -0.014915 | 0.241440 | 0.091854 | -0.137258 | 1.000000 | 0.801668 | 0.100015 | -0.192786 | -0.189615 | 0.164376 | 0.146448 | 0.078236 | 0.198128 | 0.291068 | -0.207368 | -0.012685 | 0.037910 | 0.010904 | -0.181750 | 0.193756 | 0.117606 | -0.069660 |
| X49 | 0.639434 | -0.209481 | 0.261172 | 0.110039 | 0.085902 | 0.286630 | 0.657470 | 0.095607 | 0.083270 | 0.218021 | 0.657471 | 0.459289 | 0.492367 | 0.657470 | 0.047520 | 0.282585 | 0.090336 | 0.657470 | 0.802491 | -0.106950 | 0.145064 | 0.709538 | 0.785860 | 0.478782 | 0.259018 | 0.262407 | 0.111177 | 0.084788 | 0.036119 | -0.210209 | 0.702478 | -0.202413 | 0.103675 | 0.099639 | 0.627492 | 0.088495 | 0.065408 | 0.194197 | 0.744355 | 0.081186 | 0.020689 | 0.884551 | -0.079016 | -0.017124 | 0.228077 | 0.113422 | -0.093567 | 0.801668 | 1.000000 | 0.117326 | -0.172180 | -0.205332 | 0.102115 | 0.086472 | 0.108726 | 0.324417 | 0.214296 | -0.345669 | 0.003259 | 0.027256 | -0.008745 | -0.263429 | 0.140632 | 0.051121 | -0.085891 |
| X50 | 0.133969 | -0.423735 | 0.470000 | 0.905242 | 0.158330 | 0.088028 | 0.139561 | 0.851471 | -0.049292 | 0.428430 | 0.126444 | 0.448795 | 0.170857 | 0.139561 | -0.061389 | 0.560063 | 0.848102 | 0.139561 | 0.188544 | 0.046244 | -0.031008 | 0.099367 | 0.172972 | 0.180123 | 0.272810 | 0.542855 | 0.066624 | 0.190184 | -0.135315 | -0.343858 | 0.177475 | -0.189666 | 0.527442 | 0.559236 | 0.094254 | -0.085950 | 0.126566 | 0.360762 | 0.121022 | 0.838674 | -0.041309 | 0.135576 | 0.082435 | 0.072652 | 0.050038 | 0.879813 | 0.066148 | 0.100015 | 0.117326 | 1.000000 | -0.339908 | -0.193125 | 0.205583 | 0.194379 | 0.084260 | 0.119907 | 0.002085 | -0.133755 | -0.096018 | 0.002156 | 0.020631 | -0.206009 | 0.571379 | 0.023268 | -0.025806 |
| X51 | -0.285963 | 0.832886 | -0.653879 | -0.399055 | -0.142331 | -0.322957 | -0.285167 | -0.391623 | 0.228615 | -0.822825 | -0.257490 | -0.283438 | -0.344962 | -0.285167 | 0.067789 | -0.308380 | -0.396540 | -0.285167 | -0.310382 | -0.010995 | 0.035605 | -0.230578 | -0.301972 | -0.304838 | -0.637257 | -0.301736 | -0.055193 | -0.104596 | -0.116880 | 0.248607 | -0.296588 | 0.405213 | -0.404423 | -0.250532 | -0.215886 | 0.291173 | -0.060556 | -0.953193 | -0.250515 | -0.286397 | 0.058333 | -0.274884 | 0.015678 | 0.030412 | -0.110892 | -0.362661 | -0.042421 | -0.192786 | -0.172180 | -0.339908 | 1.000000 | 0.414696 | -0.116573 | -0.110299 | -0.214896 | -0.212367 | 0.076634 | 0.222140 | -0.033484 | 0.011690 | -0.024945 | 0.467160 | -0.427065 | 0.174539 | 0.135798 |
| X52 | -0.170474 | 0.391479 | -0.439345 | -0.214486 | -0.167939 | -0.188487 | -0.178620 | -0.189629 | -0.237109 | -0.386105 | -0.173402 | -0.153828 | 0.002329 | -0.178620 | 0.048512 | -0.153284 | -0.191625 | -0.178620 | -0.131802 | 0.230248 | -0.016929 | -0.171390 | -0.136571 | -0.214897 | -0.317438 | -0.146775 | -0.046037 | -0.081607 | 0.056719 | 0.583161 | -0.096111 | 0.978069 | -0.361305 | -0.255255 | -0.139797 | -0.289585 | -0.034173 | -0.400703 | -0.060327 | -0.141627 | 0.068971 | -0.094809 | 0.381349 | 0.322405 | -0.013212 | -0.193079 | 0.304512 | -0.189615 | -0.205332 | -0.193125 | 0.414696 | 1.000000 | -0.086641 | -0.081437 | -0.124291 | 0.088249 | -0.029188 | -0.049798 | 0.027028 | -0.046536 | -0.097338 | 0.899221 | -0.349982 | -0.051197 | 0.069139 |
| X53 | 0.168405 | -0.199007 | 0.371896 | 0.177627 | 0.065273 | 0.058028 | 0.175891 | 0.101544 | 0.103480 | 0.211106 | 0.176191 | 0.115617 | 0.064403 | 0.175891 | -0.011960 | 0.123671 | 0.098882 | 0.175891 | 0.105714 | 0.014521 | -0.013800 | 0.156685 | 0.102090 | 0.190641 | 0.170505 | 0.116421 | 0.064223 | 0.949918 | -0.169566 | -0.162955 | 0.099125 | -0.085477 | 0.117677 | 0.174919 | 0.143203 | 0.078397 | 0.014141 | 0.141917 | 0.072949 | 0.150928 | -0.023666 | 0.081274 | 0.071920 | 0.085038 | 0.056150 | 0.181229 | 0.022661 | 0.164376 | 0.102115 | 0.205583 | -0.116573 | -0.086641 | 1.000000 | 0.955903 | 0.003276 | 0.069241 | 0.024673 | -0.075200 | -0.055120 | 0.025997 | -0.022968 | -0.098328 | 0.132533 | 0.598085 | 0.000441 |
| X54 | 0.145205 | -0.154150 | 0.377512 | 0.174397 | 0.063916 | 0.026735 | 0.153037 | 0.089541 | 0.104890 | 0.167143 | 0.156450 | 0.104568 | 0.048805 | 0.153037 | -0.009481 | 0.112778 | 0.086717 | 0.153037 | 0.086547 | 0.034178 | -0.011738 | 0.137140 | 0.082756 | 0.165640 | 0.125435 | 0.105805 | 0.062014 | 0.995155 | -0.181661 | -0.142705 | 0.083118 | -0.080462 | 0.112930 | 0.164657 | 0.124792 | 0.077342 | 0.006891 | 0.136756 | 0.056080 | 0.145305 | -0.022934 | 0.065210 | 0.086943 | 0.088863 | 0.047195 | 0.175349 | 0.038996 | 0.146448 | 0.086472 | 0.194379 | -0.110299 | -0.081437 | 0.955903 | 1.000000 | 0.000028 | 0.060804 | 0.028830 | -0.065772 | -0.048407 | 0.025768 | -0.027044 | -0.094540 | 0.126542 | 0.626908 | 0.004577 |
| X55 | 0.099940 | -0.222963 | 0.230414 | 0.081549 | 0.048799 | 0.196422 | 0.105233 | 0.079615 | -0.084100 | 0.202725 | 0.089285 | 0.076671 | 0.139063 | 0.105233 | -0.019901 | 0.081873 | 0.085899 | 0.105233 | 0.154432 | 0.036900 | 0.000449 | 0.078315 | 0.148587 | 0.107149 | 0.220654 | 0.077465 | -0.005947 | 0.001424 | 0.340238 | -0.129992 | 0.138461 | -0.122231 | 0.030433 | -0.056990 | 0.080720 | -0.072303 | 0.245502 | 0.198169 | 0.122631 | 0.055375 | -0.023876 | 0.124905 | 0.055466 | 0.044033 | 0.007461 | 0.072974 | 0.047887 | 0.078236 | 0.108726 | 0.084260 | -0.214896 | -0.124291 | 0.003276 | 0.000028 | 1.000000 | 0.091345 | 0.004696 | -0.090850 | -0.016721 | -0.034202 | -0.036200 | -0.138856 | 0.040502 | -0.033077 | -0.050236 |
| X56 | 0.450089 | -0.213754 | 0.224904 | 0.140781 | 0.043498 | 0.178273 | 0.448966 | 0.121872 | -0.003442 | 0.232937 | 0.443682 | 0.322069 | 0.580406 | 0.448966 | 0.022766 | 0.323713 | 0.115492 | 0.448966 | 0.529260 | -0.026473 | 0.111427 | 0.381292 | 0.524544 | 0.341333 | 0.204902 | 0.324224 | 0.077854 | 0.057080 | 0.079481 | -0.117266 | 0.542393 | 0.093643 | -0.030337 | 0.008747 | 0.482863 | -0.056574 | 0.050682 | 0.233098 | 0.624427 | 0.102104 | 0.068011 | 0.498011 | -0.000872 | 0.021020 | 0.151057 | 0.139608 | 0.220410 | 0.198128 | 0.324417 | 0.119907 | -0.212367 | 0.088249 | 0.069241 | 0.060804 | 0.091345 | 1.000000 | 0.138215 | -0.895903 | 0.002542 | -0.009331 | -0.035181 | -0.170505 | 0.114366 | -0.013294 | -0.096796 |
| X57 | 0.364708 | 0.061492 | 0.003712 | 0.000051 | -0.017926 | 0.084720 | 0.363786 | -0.014647 | 0.116045 | -0.057689 | 0.363719 | 0.166064 | 0.205058 | 0.363786 | -0.021860 | 0.136714 | -0.015413 | 0.363786 | 0.250215 | -0.081968 | 0.140426 | 0.338848 | 0.252001 | 0.239883 | 0.003723 | 0.137895 | 0.044430 | 0.031347 | -0.001323 | -0.036797 | 0.250714 | -0.032341 | 0.029348 | 0.034550 | 0.312238 | 0.133866 | 0.020101 | -0.064246 | 0.202533 | -0.000201 | 0.004031 | 0.223481 | -0.073653 | -0.030823 | 0.090916 | 0.006035 | -0.053249 | 0.291068 | 0.214296 | 0.002085 | 0.076634 | -0.029188 | 0.024673 | 0.028830 | 0.004696 | 0.138215 | 1.000000 | -0.145355 | -0.123341 | 0.035480 | 0.031045 | -0.038208 | 0.051558 | 0.083341 | -0.034488 |
| X58 | -0.475009 | 0.233469 | -0.244205 | -0.149420 | -0.055322 | -0.177646 | -0.474406 | -0.133161 | 0.004183 | -0.252928 | -0.460114 | -0.339511 | -0.632062 | -0.474406 | -0.026718 | -0.341155 | -0.126579 | -0.474406 | -0.580190 | 0.026439 | -0.102743 | -0.392934 | -0.574377 | -0.337602 | -0.223184 | -0.341860 | -0.082257 | -0.062327 | -0.052082 | 0.155204 | -0.582167 | -0.039032 | 0.022014 | -0.020413 | -0.405980 | 0.054910 | -0.051396 | -0.236962 | -0.533882 | -0.114680 | -0.072221 | -0.526344 | -0.003417 | -0.026789 | -0.167058 | -0.149671 | -0.209151 | -0.207368 | -0.345669 | -0.133755 | 0.222140 | -0.049798 | -0.075200 | -0.065772 | -0.090850 | -0.895903 | -0.145355 | 1.000000 | 0.010313 | 0.001974 | 0.036270 | 0.196432 | -0.116889 | 0.015929 | 0.084157 |
| X59 | -0.027528 | 0.163840 | -0.085446 | -0.051779 | -0.014142 | -0.003449 | -0.036658 | -0.090443 | -0.058773 | -0.163318 | -0.026100 | -0.026800 | 0.010532 | -0.036658 | 0.080686 | -0.073224 | -0.091307 | -0.036658 | -0.007725 | 0.015289 | 0.054816 | -0.016159 | 0.003419 | -0.061129 | -0.103130 | -0.070416 | -0.021641 | -0.050273 | 0.072099 | 0.179964 | 0.002786 | 0.030814 | -0.050158 | -0.092889 | -0.016670 | -0.070212 | -0.060881 | 0.028803 | 0.010154 | -0.044102 | 0.037932 | 0.024353 | -0.002114 | -0.015679 | -0.004238 | -0.055443 | 0.007919 | -0.012685 | 0.003259 | -0.096018 | -0.033484 | 0.027028 | -0.055120 | -0.048407 | -0.016721 | 0.002542 | -0.123341 | 0.010313 | 1.000000 | -0.015825 | -0.004827 | 0.030540 | -0.051645 | -0.053065 | 0.017292 |
| X60 | 0.037993 | 0.004940 | -0.000924 | 0.001266 | 0.018624 | 0.002477 | 0.044148 | 0.012059 | 0.146790 | -0.002929 | 0.050958 | 0.035240 | 0.017800 | 0.044148 | -0.000357 | 0.033502 | 0.011221 | 0.044148 | 0.025809 | -0.199944 | 0.009796 | 0.048671 | 0.022984 | 0.053735 | -0.018638 | 0.031275 | 0.030302 | 0.033285 | -0.118817 | -0.042043 | 0.021644 | -0.046103 | 0.106808 | 0.100884 | 0.030339 | 0.162090 | -0.018447 | -0.012705 | 0.014910 | 0.030734 | -0.007791 | 0.024886 | -0.123018 | 0.001376 | 0.495978 | 0.039919 | -0.184186 | 0.037910 | 0.027256 | 0.002156 | 0.011690 | -0.046536 | 0.025997 | 0.025768 | -0.034202 | -0.009331 | 0.035480 | 0.001974 | -0.015825 | 1.000000 | 0.064095 | -0.050484 | 0.099119 | 0.088928 | -0.007527 |
| X61 | 0.029694 | -0.014136 | -0.088394 | 0.017519 | -0.015101 | 0.002959 | 0.023425 | 0.069041 | 0.186358 | 0.011550 | 0.024539 | 0.047451 | -0.045257 | 0.023425 | -0.031475 | 0.066224 | 0.068874 | 0.023425 | -0.032723 | -0.026549 | -0.037186 | 0.029742 | -0.021324 | 0.036715 | -0.031199 | 0.070166 | 0.004793 | -0.027563 | -0.100621 | -0.055055 | -0.033792 | -0.094979 | 0.220762 | 0.164732 | 0.017941 | 0.254477 | -0.023546 | 0.017737 | -0.039175 | 0.068875 | -0.007159 | -0.028795 | -0.261657 | -0.331424 | -0.001560 | -0.005115 | -0.032339 | 0.010904 | -0.008745 | 0.020631 | -0.024945 | -0.097338 | -0.022968 | -0.027044 | -0.036200 | -0.035181 | 0.031045 | 0.036270 | -0.004827 | 0.064095 | 1.000000 | -0.083992 | 0.207798 | -0.002522 | 0.030276 |
| X62 | -0.250861 | 0.440811 | -0.495326 | -0.229352 | -0.175027 | -0.217785 | -0.257842 | -0.200977 | -0.240642 | -0.438798 | -0.250840 | -0.184640 | -0.188770 | -0.257842 | 0.038524 | -0.199348 | -0.202301 | -0.257842 | -0.277950 | 0.245437 | -0.038579 | -0.235795 | -0.282778 | -0.265947 | -0.362981 | -0.194568 | -0.055650 | -0.093886 | 0.043529 | 0.653823 | -0.239274 | 0.899971 | -0.352620 | -0.253272 | -0.221318 | -0.285233 | -0.037156 | -0.456050 | -0.225204 | -0.152690 | 0.048405 | -0.231649 | 0.388816 | 0.319762 | -0.055080 | -0.208200 | 0.187896 | -0.181750 | -0.263429 | -0.206009 | 0.467160 | 0.899221 | -0.098328 | -0.094540 | -0.138856 | -0.170505 | -0.038208 | 0.196432 | 0.030540 | -0.050484 | -0.083992 | 1.000000 | -0.360310 | -0.046612 | 0.112850 |
| X63 | 0.262219 | -0.422932 | 0.432203 | 0.660389 | 0.094074 | 0.113263 | 0.267743 | 0.565593 | 0.248781 | 0.429861 | 0.261226 | 0.534873 | 0.132153 | 0.267743 | -0.077621 | 0.562941 | 0.562678 | 0.267743 | 0.167760 | -0.149188 | -0.010280 | 0.241531 | 0.165860 | 0.302337 | 0.257381 | 0.557601 | 0.102855 | 0.123876 | -0.203939 | -0.266325 | 0.153988 | -0.343792 | 0.962957 | 0.767894 | 0.220489 | 0.260379 | 0.057416 | 0.431587 | 0.129841 | 0.475183 | -0.058986 | 0.139413 | -0.214699 | -0.165113 | 0.105844 | 0.607114 | -0.127399 | 0.193756 | 0.140632 | 0.571379 | -0.427065 | -0.349982 | 0.132533 | 0.126542 | 0.040502 | 0.114366 | 0.051558 | -0.116889 | -0.051645 | 0.099119 | 0.207798 | -0.360310 | 1.000000 | 0.059845 | -0.036863 |
| X64 | 0.085770 | 0.096082 | 0.157224 | 0.001896 | 0.011541 | -0.044645 | 0.093204 | -0.040020 | 0.318450 | -0.085226 | 0.105199 | 0.019532 | -0.064552 | 0.093204 | -0.001431 | 0.010117 | -0.042126 | 0.093204 | -0.004768 | -0.060456 | 0.055601 | 0.092011 | -0.003441 | 0.090131 | -0.076002 | 0.006789 | 0.032708 | 0.639614 | -0.214109 | -0.071752 | -0.010437 | -0.051009 | 0.060970 | 0.124358 | 0.089957 | 0.319847 | -0.017306 | -0.150795 | -0.004497 | -0.000346 | -0.017749 | -0.011805 | -0.035465 | 0.002756 | 0.019227 | 0.010683 | -0.058678 | 0.117606 | 0.051121 | 0.023268 | 0.174539 | -0.051197 | 0.598085 | 0.626908 | -0.033077 | -0.013294 | 0.083341 | 0.015929 | -0.053065 | 0.088928 | -0.002522 | -0.046612 | 0.059845 | 1.000000 | 0.019463 |
| Y | -0.134760 | 0.134314 | -0.115082 | -0.034051 | -0.034416 | -0.086000 | -0.129394 | -0.033225 | 0.025727 | -0.134494 | -0.112575 | -0.064431 | -0.158291 | -0.129394 | -0.010187 | -0.056716 | -0.033357 | -0.129394 | -0.151109 | 0.041837 | -0.038726 | -0.104896 | -0.154530 | -0.098969 | -0.141141 | -0.057583 | -0.014134 | 0.006079 | -0.054219 | 0.074171 | -0.132333 | 0.084014 | -0.017627 | 0.006486 | -0.125173 | 0.040802 | -0.019135 | -0.145158 | -0.153017 | -0.015337 | -0.033387 | -0.125781 | 0.016834 | -0.012328 | -0.038719 | -0.041958 | 0.005362 | -0.069660 | -0.085891 | -0.025806 | 0.135798 | 0.069139 | 0.000441 | 0.004577 | -0.050236 | -0.096796 | -0.034488 | 0.084157 | 0.017292 | -0.007527 | 0.030276 | 0.112850 | -0.036863 | 0.019463 | 1.000000 |
-------------------------------------------------------------------------- For df5
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | X11 | X12 | X13 | X14 | X15 | X16 | X17 | X18 | X19 | X20 | X21 | X22 | X23 | X24 | X25 | X26 | X27 | X28 | X29 | X30 | X31 | X32 | X33 | X34 | X35 | X36 | X37 | X38 | X39 | X40 | X41 | X42 | X43 | X44 | X45 | X46 | X47 | X48 | X49 | X50 | X51 | X52 | X53 | X54 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X62 | X63 | X64 | Y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| X1 | 1.000000 | -0.367178 | 0.424074 | 0.197707 | 0.276915 | 0.362079 | 0.981458 | 0.143738 | 0.116937 | 0.380774 | 0.954031 | 0.623463 | 0.684558 | 0.981458 | -0.012131 | 0.546394 | 0.139728 | 0.981458 | 0.789106 | -0.143970 | 0.250574 | 0.890173 | 0.806520 | 0.746389 | 0.386057 | 0.556967 | 0.131642 | 0.170895 | -0.002814 | -0.292155 | 0.768021 | -0.230323 | 0.187264 | 0.193086 | 0.784831 | 0.090209 | 0.051287 | 0.341733 | 0.612724 | 0.146023 | -0.026573 | 0.715213 | -0.113910 | -0.021350 | 0.347388 | 0.212629 | -0.068230 | 0.783478 | 0.654207 | 0.196134 | -0.320085 | -0.222345 | 0.179289 | 0.174989 | 0.105703 | 0.437470 | 0.359249 | -0.466608 | -0.050620 | 0.033284 | -0.068736 | -0.317749 | 0.283767 | 0.091275 | -0.228388 |
| X2 | -0.367178 | 1.000000 | -0.687736 | -0.494498 | -0.510903 | -0.382876 | -0.371677 | -0.506584 | 0.151006 | -0.978792 | -0.307289 | -0.388218 | -0.421422 | -0.371677 | 0.103288 | -0.456345 | -0.511426 | -0.371677 | -0.409865 | 0.004491 | 0.057278 | -0.252426 | -0.396174 | -0.381462 | -0.787698 | -0.452219 | -0.088025 | -0.137566 | -0.075656 | 0.542604 | -0.377950 | 0.430116 | -0.454907 | -0.313876 | -0.264438 | 0.216621 | -0.112170 | -0.850831 | -0.281754 | -0.373658 | 0.065162 | -0.293143 | 0.003386 | 0.000438 | -0.138852 | -0.467936 | -0.038638 | -0.207469 | -0.201665 | -0.508175 | 0.851578 | 0.425145 | -0.164263 | -0.148015 | -0.225154 | -0.213735 | 0.031231 | 0.249471 | 0.204692 | 0.013422 | 0.029243 | 0.521141 | -0.477785 | 0.089354 | 0.201201 |
| X3 | 0.424074 | -0.687736 | 1.000000 | 0.573552 | 0.604582 | 0.252082 | 0.436719 | 0.337343 | 0.092479 | 0.697031 | 0.402601 | 0.376801 | 0.320772 | 0.436719 | -0.061096 | 0.393656 | 0.334314 | 0.436719 | 0.394622 | 0.109602 | 0.012562 | 0.333558 | 0.385024 | 0.403509 | 0.544512 | 0.389313 | 0.127006 | 0.355940 | -0.170896 | -0.522026 | 0.368564 | -0.465152 | 0.464638 | 0.398595 | 0.331509 | 0.017194 | 0.094112 | 0.651957 | 0.256936 | 0.412509 | -0.048570 | 0.286386 | 0.153079 | 0.107125 | 0.125613 | 0.533883 | 0.132878 | 0.313507 | 0.287402 | 0.551704 | -0.647817 | -0.461566 | 0.353553 | 0.354212 | 0.230718 | 0.226547 | 0.050767 | -0.250026 | -0.105156 | -0.011303 | -0.118473 | -0.555095 | 0.491854 | 0.165058 | -0.184199 |
| X4 | 0.197707 | -0.494498 | 0.573552 | 1.000000 | 0.499104 | 0.106245 | 0.202892 | 0.717837 | -0.049707 | 0.498862 | 0.177187 | 0.545467 | 0.255819 | 0.202892 | -0.068794 | 0.563189 | 0.715902 | 0.202892 | 0.269295 | 0.118907 | -0.045620 | 0.132050 | 0.259148 | 0.206506 | 0.346556 | 0.563767 | 0.114468 | 0.207418 | -0.093885 | -0.374273 | 0.256260 | -0.290948 | 0.625221 | 0.474620 | 0.123422 | -0.130788 | 0.095994 | 0.475599 | 0.157546 | 0.805647 | -0.048937 | 0.188035 | 0.132966 | 0.070882 | 0.054178 | 0.928834 | 0.123991 | 0.131337 | 0.151856 | 0.924082 | -0.475608 | -0.291437 | 0.212450 | 0.209318 | 0.137891 | 0.134712 | 0.019434 | -0.162315 | -0.069833 | -0.015955 | -0.011751 | -0.323515 | 0.668448 | 0.017085 | -0.074671 |
| X5 | 0.276915 | -0.510903 | 0.604582 | 0.499104 | 1.000000 | 0.206009 | 0.289997 | 0.371813 | 0.052164 | 0.512423 | 0.259716 | 0.319569 | 0.305091 | 0.289997 | -0.053846 | 0.313729 | 0.371605 | 0.289997 | 0.373922 | -0.222829 | 0.023468 | 0.210748 | 0.355609 | 0.285672 | 0.400052 | 0.303487 | 0.077074 | 0.174008 | -0.073681 | -0.551126 | 0.351946 | -0.507474 | 0.325314 | 0.228097 | 0.183505 | -0.011954 | 0.090037 | 0.486623 | 0.200099 | 0.449383 | -0.054082 | 0.262874 | 0.019072 | 0.234489 | 0.134219 | 0.549797 | -0.176389 | 0.215682 | 0.265073 | 0.468439 | -0.490401 | -0.487637 | 0.177222 | 0.174242 | 0.216447 | 0.116914 | 0.049110 | -0.160392 | -0.066098 | 0.049484 | -0.099839 | -0.551797 | 0.337275 | 0.041379 | -0.128416 |
| X6 | 0.362079 | -0.382876 | 0.252082 | 0.106245 | 0.206009 | 1.000000 | 0.370958 | 0.113427 | -0.194214 | 0.361648 | 0.319426 | 0.227759 | 0.337953 | 0.370958 | 0.020961 | 0.221299 | 0.117858 | 0.370958 | 0.380285 | -0.066692 | -0.003366 | 0.336453 | 0.371302 | 0.526832 | 0.543335 | 0.213818 | -0.020138 | -0.004979 | 0.272873 | -0.225511 | 0.334174 | -0.193096 | 0.104906 | -0.103456 | 0.352648 | -0.070426 | 0.084874 | 0.325245 | 0.344569 | 0.078461 | -0.012668 | 0.359597 | -0.050399 | -0.006647 | 0.102660 | 0.106436 | -0.036890 | 0.305372 | 0.320728 | 0.127419 | -0.322655 | -0.184260 | 0.003940 | -0.002851 | 0.189592 | 0.185192 | 0.081261 | -0.187657 | -0.021789 | -0.021315 | -0.036020 | -0.246298 | 0.117384 | -0.063288 | -0.156222 |
| X7 | 0.981458 | -0.371677 | 0.436719 | 0.202892 | 0.289997 | 0.370958 | 1.000000 | 0.148116 | 0.130638 | 0.384776 | 0.970812 | 0.646068 | 0.693238 | 1.000000 | -0.019272 | 0.562854 | 0.144062 | 1.000000 | 0.803674 | -0.159327 | 0.256862 | 0.920766 | 0.788058 | 0.765683 | 0.388421 | 0.554249 | 0.133124 | 0.177496 | -0.010438 | -0.304243 | 0.772307 | -0.244682 | 0.200212 | 0.204623 | 0.816262 | 0.103582 | 0.055831 | 0.342249 | 0.634613 | 0.154340 | -0.036523 | 0.739661 | -0.127338 | -0.025377 | 0.354096 | 0.221725 | -0.083432 | 0.814429 | 0.680675 | 0.202251 | -0.321915 | -0.237457 | 0.185503 | 0.181176 | 0.111366 | 0.433814 | 0.358314 | -0.465588 | -0.058333 | 0.043114 | -0.063942 | -0.329839 | 0.295703 | 0.097623 | -0.217200 |
| X8 | 0.143738 | -0.506584 | 0.337343 | 0.717837 | 0.371813 | 0.113427 | 0.148116 | 1.000000 | -0.087603 | 0.508407 | 0.120821 | 0.469642 | 0.239151 | 0.148116 | -0.074123 | 0.607534 | 0.995396 | 0.148116 | 0.222258 | 0.028260 | -0.022973 | 0.095351 | 0.204073 | 0.146703 | 0.363404 | 0.589449 | 0.063311 | 0.074492 | -0.029835 | -0.339930 | 0.212505 | -0.229239 | 0.515208 | 0.386707 | 0.090428 | -0.172703 | 0.089603 | 0.447598 | 0.133361 | 0.611605 | -0.049876 | 0.156529 | 0.039904 | 0.028216 | 0.073784 | 0.681991 | 0.038720 | 0.093089 | 0.096855 | 0.777367 | -0.433116 | -0.229601 | 0.087449 | 0.079763 | 0.103841 | 0.089363 | -0.004439 | -0.108382 | -0.105906 | 0.007281 | 0.078632 | -0.254677 | 0.554937 | -0.041926 | -0.056407 |
| X9 | 0.116937 | 0.151006 | 0.092479 | -0.049707 | 0.052164 | -0.194214 | 0.130638 | -0.087603 | 1.000000 | -0.111153 | 0.172210 | 0.039755 | -0.088552 | 0.130638 | -0.011641 | 0.031188 | -0.094335 | 0.130638 | 0.002703 | -0.242627 | 0.108062 | 0.128493 | 0.006802 | 0.121147 | -0.196868 | 0.029599 | 0.048724 | 0.099825 | -0.459071 | -0.196054 | 0.001351 | -0.223542 | 0.260889 | 0.488643 | 0.074733 | 0.742771 | -0.043214 | -0.187252 | -0.035794 | -0.050877 | -0.003664 | -0.024162 | -0.319431 | -0.210522 | 0.040977 | -0.035736 | -0.188842 | 0.106338 | 0.075238 | -0.024535 | 0.228466 | -0.225077 | 0.097790 | 0.099677 | -0.081561 | 0.006802 | 0.133772 | -0.007078 | -0.058912 | 0.137569 | 0.137741 | -0.240021 | 0.251998 | 0.314371 | 0.066605 |
| X10 | 0.380774 | -0.978792 | 0.697031 | 0.498862 | 0.512423 | 0.361648 | 0.384776 | 0.508407 | -0.111153 | 1.000000 | 0.328223 | 0.395849 | 0.421572 | 0.384776 | -0.097107 | 0.458768 | 0.501709 | 0.384776 | 0.418066 | -0.001697 | -0.052472 | 0.264286 | 0.405716 | 0.395773 | 0.779237 | 0.454677 | 0.096622 | 0.147918 | 0.024863 | -0.537483 | 0.391226 | -0.425280 | 0.458170 | 0.362475 | 0.274256 | -0.204788 | 0.097634 | 0.877201 | 0.285323 | 0.371032 | -0.054564 | 0.299344 | 0.004488 | 0.007731 | 0.142998 | 0.470007 | 0.046255 | 0.217594 | 0.214651 | 0.508393 | -0.837926 | -0.422794 | 0.177386 | 0.161748 | 0.204947 | 0.242411 | -0.031610 | -0.276993 | -0.203583 | -0.016089 | -0.030900 | -0.524762 | 0.485040 | -0.076545 | -0.203469 |
| X11 | 0.954031 | -0.307289 | 0.402601 | 0.177187 | 0.259716 | 0.319426 | 0.970812 | 0.120821 | 0.172210 | 0.328223 | 1.000000 | 0.623903 | 0.650211 | 0.970812 | -0.018717 | 0.535405 | 0.115622 | 0.970812 | 0.761798 | -0.159096 | 0.256089 | 0.912449 | 0.750946 | 0.741508 | 0.320199 | 0.527238 | 0.123128 | 0.173700 | -0.051130 | -0.269534 | 0.737898 | -0.219931 | 0.180911 | 0.217923 | 0.806836 | 0.118160 | 0.042072 | 0.298203 | 0.615020 | 0.136155 | -0.029808 | 0.718927 | -0.132423 | -0.032557 | 0.350748 | 0.197203 | -0.086361 | 0.810279 | 0.667907 | 0.174489 | -0.272607 | -0.213144 | 0.179852 | 0.177244 | 0.089622 | 0.419066 | 0.358197 | -0.438064 | -0.041667 | 0.050933 | -0.058340 | -0.298168 | 0.274537 | 0.113737 | -0.203086 |
| X12 | 0.623463 | -0.388218 | 0.376801 | 0.545467 | 0.319569 | 0.227759 | 0.646068 | 0.469642 | 0.039755 | 0.395849 | 0.623903 | 1.000000 | 0.594517 | 0.646068 | -0.059400 | 0.865309 | 0.465612 | 0.646068 | 0.666096 | -0.074987 | 0.111971 | 0.573040 | 0.639238 | 0.535541 | 0.327902 | 0.842944 | 0.182632 | 0.142623 | -0.029796 | -0.284718 | 0.641222 | -0.231383 | 0.427091 | 0.323580 | 0.515796 | -0.015878 | 0.074732 | 0.365792 | 0.512298 | 0.454113 | -0.053252 | 0.603048 | -0.081052 | -0.040865 | 0.249196 | 0.532325 | -0.022206 | 0.513165 | 0.535457 | 0.490168 | -0.360137 | -0.229881 | 0.151277 | 0.146699 | 0.097089 | 0.362970 | 0.217575 | -0.397492 | -0.076654 | 0.026126 | 0.069000 | -0.277880 | 0.581374 | 0.027625 | -0.104693 |
| X13 | 0.684558 | -0.421422 | 0.320772 | 0.255819 | 0.305091 | 0.337953 | 0.693238 | 0.239151 | -0.088552 | 0.421572 | 0.650211 | 0.594517 | 1.000000 | 0.693238 | -0.021033 | 0.592305 | 0.243313 | 0.693238 | 0.896817 | -0.055811 | 0.134375 | 0.593385 | 0.874466 | 0.536192 | 0.398345 | 0.590514 | 0.090012 | 0.055676 | 0.127136 | -0.262193 | 0.874224 | -0.084195 | 0.079710 | 0.062788 | 0.513884 | -0.182186 | 0.056435 | 0.411807 | 0.645835 | 0.230527 | -0.069753 | 0.792880 | 0.018956 | 0.078148 | 0.294755 | 0.269527 | 0.099403 | 0.380160 | 0.491092 | 0.226634 | -0.415698 | -0.071716 | 0.064834 | 0.059801 | 0.157818 | 0.545677 | 0.241755 | -0.613800 | -0.036902 | 0.001124 | -0.054486 | -0.272404 | 0.177354 | -0.049000 | -0.225527 |
| X14 | 0.981458 | -0.371677 | 0.436719 | 0.202892 | 0.289997 | 0.370958 | 1.000000 | 0.148116 | 0.130638 | 0.384776 | 0.970812 | 0.646068 | 0.693238 | 1.000000 | -0.019272 | 0.562854 | 0.144062 | 1.000000 | 0.803674 | -0.159327 | 0.256862 | 0.920766 | 0.788058 | 0.765683 | 0.388421 | 0.554249 | 0.133124 | 0.177496 | -0.010438 | -0.304243 | 0.772307 | -0.244682 | 0.200212 | 0.204623 | 0.816262 | 0.103582 | 0.055831 | 0.342249 | 0.634613 | 0.154340 | -0.036523 | 0.739661 | -0.127338 | -0.025377 | 0.354096 | 0.221725 | -0.083432 | 0.814429 | 0.680675 | 0.202251 | -0.321915 | -0.237457 | 0.185503 | 0.181176 | 0.111366 | 0.433814 | 0.358314 | -0.465588 | -0.058333 | 0.043114 | -0.063942 | -0.329839 | 0.295703 | 0.097623 | -0.217200 |
| X15 | -0.012131 | 0.103288 | -0.061096 | -0.068794 | -0.053846 | 0.020961 | -0.019272 | -0.074123 | -0.011641 | -0.097107 | -0.018717 | -0.059400 | -0.021033 | -0.019272 | 1.000000 | -0.077947 | -0.075283 | -0.019272 | 0.004378 | 0.026049 | 0.032646 | -0.012755 | 0.010507 | -0.027738 | -0.054712 | -0.076473 | -0.015727 | -0.014012 | 0.038315 | 0.097173 | 0.008054 | 0.061755 | -0.084906 | -0.058294 | -0.012404 | -0.012248 | -0.023644 | -0.075085 | 0.001020 | -0.052153 | 0.122245 | 0.004761 | 0.043832 | 0.035662 | -0.007664 | -0.065929 | 0.025125 | 0.012029 | 0.030184 | -0.073847 | 0.081991 | 0.067464 | -0.014872 | -0.013550 | -0.014010 | -0.009220 | -0.026942 | 0.009412 | 0.068573 | -0.000994 | -0.044586 | 0.064229 | -0.087516 | 0.010088 | -0.049243 |
| X16 | 0.546394 | -0.456345 | 0.393656 | 0.563189 | 0.313729 | 0.221299 | 0.562854 | 0.607534 | 0.031188 | 0.458768 | 0.535405 | 0.865309 | 0.592305 | 0.562854 | -0.077947 | 1.000000 | 0.604703 | 0.562854 | 0.570248 | -0.068434 | 0.084912 | 0.487680 | 0.546894 | 0.470647 | 0.357530 | 0.983234 | 0.155100 | 0.120688 | -0.039934 | -0.324641 | 0.546609 | -0.220162 | 0.447016 | 0.387330 | 0.443425 | -0.024775 | 0.087585 | 0.400803 | 0.434445 | 0.475622 | -0.069738 | 0.505193 | -0.081149 | -0.047126 | 0.222459 | 0.543874 | 0.012711 | 0.355626 | 0.360426 | 0.606663 | -0.388364 | -0.217913 | 0.133940 | 0.126861 | 0.104118 | 0.359274 | 0.165390 | -0.387959 | -0.096516 | 0.023304 | 0.080164 | -0.293183 | 0.571912 | 0.012302 | -0.109044 |
| X17 | 0.139728 | -0.511426 | 0.334314 | 0.715902 | 0.371605 | 0.117858 | 0.144062 | 0.995396 | -0.094335 | 0.501709 | 0.115622 | 0.465612 | 0.243313 | 0.144062 | -0.075283 | 0.604703 | 1.000000 | 0.144062 | 0.222647 | 0.028196 | -0.025893 | 0.091493 | 0.204381 | 0.142188 | 0.364876 | 0.586983 | 0.060107 | 0.072014 | -0.017966 | -0.341551 | 0.211360 | -0.230075 | 0.510502 | 0.368995 | 0.087072 | -0.177370 | 0.094490 | 0.439439 | 0.134331 | 0.616902 | -0.051588 | 0.156809 | 0.037946 | 0.025595 | 0.073654 | 0.682955 | 0.036992 | 0.089793 | 0.093080 | 0.775900 | -0.436669 | -0.230141 | 0.084213 | 0.076433 | 0.109876 | 0.081089 | -0.005209 | -0.099943 | -0.106439 | 0.007094 | 0.076580 | -0.253895 | 0.548016 | -0.044461 | -0.056013 |
| X18 | 0.981458 | -0.371677 | 0.436719 | 0.202892 | 0.289997 | 0.370958 | 1.000000 | 0.148116 | 0.130638 | 0.384776 | 0.970812 | 0.646068 | 0.693238 | 1.000000 | -0.019272 | 0.562854 | 0.144062 | 1.000000 | 0.803674 | -0.159327 | 0.256862 | 0.920766 | 0.788058 | 0.765683 | 0.388421 | 0.554249 | 0.133124 | 0.177496 | -0.010438 | -0.304243 | 0.772307 | -0.244682 | 0.200212 | 0.204623 | 0.816262 | 0.103582 | 0.055831 | 0.342249 | 0.634613 | 0.154340 | -0.036523 | 0.739661 | -0.127338 | -0.025377 | 0.354096 | 0.221725 | -0.083432 | 0.814429 | 0.680675 | 0.202251 | -0.321915 | -0.237457 | 0.185503 | 0.181176 | 0.111366 | 0.433814 | 0.358314 | -0.465588 | -0.058333 | 0.043114 | -0.063942 | -0.329839 | 0.295703 | 0.097623 | -0.217200 |
| X19 | 0.789106 | -0.409865 | 0.394622 | 0.269295 | 0.373922 | 0.380285 | 0.803674 | 0.222258 | 0.002703 | 0.418066 | 0.761798 | 0.666096 | 0.896817 | 0.803674 | 0.004378 | 0.570248 | 0.222647 | 0.803674 | 1.000000 | -0.106846 | 0.188313 | 0.711796 | 0.977396 | 0.625665 | 0.415343 | 0.558689 | 0.112368 | 0.111393 | 0.081359 | -0.362103 | 0.954011 | -0.234182 | 0.139108 | 0.123510 | 0.621788 | -0.058084 | 0.071717 | 0.378566 | 0.734206 | 0.235388 | -0.043099 | 0.888161 | -0.034894 | 0.052134 | 0.327020 | 0.285660 | -0.014933 | 0.631050 | 0.782713 | 0.250651 | -0.365043 | -0.223963 | 0.119457 | 0.114657 | 0.170525 | 0.479317 | 0.296794 | -0.548847 | -0.067839 | 0.013595 | -0.048665 | -0.359263 | 0.224819 | 0.016391 | -0.224468 |
| X20 | -0.143970 | 0.004491 | 0.109602 | 0.118907 | -0.222829 | -0.066692 | -0.159327 | 0.028260 | -0.242627 | -0.001697 | -0.159096 | -0.074987 | -0.055811 | -0.159327 | 0.026049 | -0.068434 | 0.028196 | -0.159327 | -0.106846 | 1.000000 | -0.101713 | -0.151910 | -0.091032 | -0.149287 | -0.028145 | -0.061449 | 0.003719 | -0.022734 | 0.067363 | 0.225695 | -0.090928 | 0.258837 | -0.157922 | -0.107814 | -0.127670 | -0.338989 | -0.009386 | 0.023882 | -0.054800 | -0.040332 | -0.000036 | -0.085678 | 0.683149 | 0.000336 | -0.133222 | -0.074216 | 0.865977 | -0.114354 | -0.118586 | 0.099889 | -0.019442 | 0.255596 | -0.026843 | -0.020956 | 0.059835 | 0.026098 | -0.089380 | 0.001133 | 0.014077 | -0.241550 | 0.026848 | 0.274770 | -0.149639 | -0.070036 | 0.022979 |
| X21 | 0.250574 | 0.057278 | 0.012562 | -0.045620 | 0.023468 | -0.003366 | 0.256862 | -0.022973 | 0.108062 | -0.052472 | 0.256089 | 0.111971 | 0.134375 | 0.256862 | 0.032646 | 0.084912 | -0.025893 | 0.256862 | 0.188313 | -0.101713 | 1.000000 | 0.244446 | 0.187345 | 0.038727 | -0.015211 | 0.084640 | 0.046473 | 0.007110 | 0.049120 | -0.043585 | 0.187676 | -0.043627 | -0.023679 | 0.008819 | 0.240440 | 0.105708 | 0.025857 | -0.049617 | 0.179934 | -0.027580 | -0.011903 | 0.183640 | -0.091103 | -0.029635 | 0.062870 | -0.025294 | -0.071429 | 0.229525 | 0.197886 | -0.041049 | 0.058498 | -0.037666 | 0.002768 | 0.003954 | 0.019478 | 0.113491 | 0.132632 | -0.095604 | 0.023327 | 0.019382 | -0.040536 | -0.065603 | 0.002218 | 0.050996 | -0.113787 |
| X22 | 0.890173 | -0.252426 | 0.333558 | 0.132050 | 0.210748 | 0.336453 | 0.920766 | 0.095351 | 0.128493 | 0.264286 | 0.912449 | 0.573040 | 0.593385 | 0.920766 | -0.012755 | 0.487680 | 0.091493 | 0.920766 | 0.711796 | -0.151910 | 0.244446 | 1.000000 | 0.687465 | 0.703798 | 0.292132 | 0.471404 | 0.119785 | 0.148574 | 0.002588 | -0.227180 | 0.617232 | -0.213978 | 0.166951 | 0.166015 | 0.876401 | 0.114955 | 0.039376 | 0.255073 | 0.677644 | 0.094351 | -0.060651 | 0.794498 | -0.135267 | -0.043170 | 0.334271 | 0.152462 | -0.104123 | 0.902474 | 0.744504 | 0.134744 | -0.231778 | -0.206967 | 0.153693 | 0.151852 | 0.082638 | 0.335615 | 0.342384 | -0.351837 | -0.014998 | 0.041827 | -0.052473 | -0.270225 | 0.234249 | 0.095345 | -0.201368 |
| X23 | 0.806520 | -0.396174 | 0.385024 | 0.259148 | 0.355609 | 0.371302 | 0.788058 | 0.204073 | 0.006802 | 0.405716 | 0.750946 | 0.639238 | 0.874466 | 0.788058 | 0.010507 | 0.546894 | 0.204381 | 0.788058 | 0.977396 | -0.091032 | 0.187345 | 0.687465 | 1.000000 | 0.612745 | 0.406934 | 0.557164 | 0.113080 | 0.105606 | 0.079271 | -0.354693 | 0.941822 | -0.219995 | 0.133213 | 0.120277 | 0.599506 | -0.048590 | 0.065116 | 0.366508 | 0.710066 | 0.219466 | -0.036037 | 0.854517 | -0.024094 | 0.052134 | 0.323776 | 0.271596 | 0.000011 | 0.606471 | 0.755032 | 0.241196 | -0.350172 | -0.208645 | 0.113770 | 0.109064 | 0.160902 | 0.481293 | 0.300456 | -0.542852 | -0.060345 | 0.010298 | -0.056541 | -0.349969 | 0.218207 | 0.017823 | -0.232723 |
| X24 | 0.746389 | -0.381462 | 0.403509 | 0.206506 | 0.285672 | 0.526832 | 0.765683 | 0.146703 | 0.121147 | 0.395773 | 0.741508 | 0.535541 | 0.536192 | 0.765683 | -0.027738 | 0.470647 | 0.142188 | 0.765683 | 0.625665 | -0.149287 | 0.038727 | 0.703798 | 0.612745 | 1.000000 | 0.408127 | 0.460459 | 0.132477 | 0.169528 | -0.002047 | -0.307355 | 0.600619 | -0.249044 | 0.229048 | 0.233695 | 0.635069 | 0.099933 | 0.040846 | 0.338789 | 0.499438 | 0.157377 | -0.037188 | 0.572075 | -0.124343 | -0.030665 | 0.285239 | 0.218536 | -0.081148 | 0.621668 | 0.530030 | 0.212375 | -0.314354 | -0.242970 | 0.182598 | 0.176139 | 0.104583 | 0.362846 | 0.256990 | -0.370347 | -0.065767 | 0.053934 | -0.028463 | -0.323157 | 0.299247 | 0.103754 | -0.112844 |
| X25 | 0.386057 | -0.787698 | 0.544512 | 0.346556 | 0.400052 | 0.543335 | 0.388421 | 0.363404 | -0.196868 | 0.779237 | 0.320199 | 0.327902 | 0.398345 | 0.388421 | -0.054712 | 0.357530 | 0.364876 | 0.388421 | 0.415343 | -0.028145 | -0.015211 | 0.292132 | 0.406934 | 0.408127 | 1.000000 | 0.352731 | 0.063371 | 0.126012 | 0.204389 | -0.428111 | 0.379228 | -0.346123 | 0.300463 | 0.095967 | 0.294712 | -0.189665 | 0.108417 | 0.682252 | 0.304732 | 0.269252 | -0.039186 | 0.328847 | -0.006692 | 0.017154 | 0.140648 | 0.343575 | 0.010064 | 0.258988 | 0.262097 | 0.365271 | -0.662798 | -0.336069 | 0.148915 | 0.136099 | 0.228007 | 0.196947 | 0.010103 | -0.227706 | -0.144595 | -0.031504 | -0.053724 | -0.416113 | 0.321545 | -0.069046 | -0.222610 |
| X26 | 0.556967 | -0.452219 | 0.389313 | 0.563767 | 0.303487 | 0.213818 | 0.554249 | 0.589449 | 0.029599 | 0.454677 | 0.527238 | 0.842944 | 0.590514 | 0.554249 | -0.076473 | 0.983234 | 0.586983 | 0.554249 | 0.558689 | -0.061449 | 0.084640 | 0.471404 | 0.557164 | 0.460459 | 0.352731 | 1.000000 | 0.153562 | 0.112968 | -0.037548 | -0.319073 | 0.542672 | -0.212521 | 0.436663 | 0.380180 | 0.427664 | -0.024019 | 0.082590 | 0.398084 | 0.416520 | 0.464607 | -0.067395 | 0.486184 | -0.074270 | -0.044237 | 0.217120 | 0.537706 | 0.022581 | 0.330643 | 0.334520 | 0.606227 | -0.385470 | -0.210011 | 0.126244 | 0.119220 | 0.099208 | 0.364758 | 0.169262 | -0.392885 | -0.094408 | 0.020158 | 0.052696 | -0.289621 | 0.564961 | 0.009241 | -0.111925 |
| X27 | 0.131642 | -0.088025 | 0.127006 | 0.114468 | 0.077074 | -0.020138 | 0.133124 | 0.063311 | 0.048724 | 0.096622 | 0.123128 | 0.182632 | 0.090012 | 0.133124 | -0.015727 | 0.155100 | 0.060107 | 0.133124 | 0.112368 | 0.003719 | 0.046473 | 0.119785 | 0.113080 | 0.132477 | 0.063371 | 0.153562 | 1.000000 | 0.054286 | -0.094888 | -0.066497 | 0.104874 | -0.043541 | 0.093783 | 0.155899 | 0.108147 | 0.018753 | -0.003308 | 0.079329 | 0.090479 | 0.091558 | -0.014076 | 0.103739 | 0.007090 | 0.006230 | 0.076672 | 0.112136 | 0.014502 | 0.108040 | 0.100116 | 0.111018 | -0.072554 | -0.043324 | 0.056878 | 0.055343 | -0.017344 | 0.067921 | 0.036920 | -0.070982 | -0.025488 | 0.021843 | -0.004044 | -0.052061 | 0.122323 | 0.020877 | -0.022604 |
| X28 | 0.170895 | -0.137566 | 0.355940 | 0.207418 | 0.174008 | -0.004979 | 0.177496 | 0.074492 | 0.099825 | 0.147918 | 0.173700 | 0.142623 | 0.055676 | 0.177496 | -0.014012 | 0.120688 | 0.072014 | 0.177496 | 0.111393 | -0.022734 | 0.007110 | 0.148574 | 0.105606 | 0.169528 | 0.126012 | 0.112968 | 0.054286 | 1.000000 | -0.161102 | -0.149809 | 0.101449 | -0.095561 | 0.127925 | 0.175352 | 0.139296 | 0.071132 | 0.003908 | 0.104301 | 0.069924 | 0.227080 | -0.012740 | 0.080433 | 0.030872 | 0.063533 | 0.053830 | 0.237825 | -0.013541 | 0.167204 | 0.118447 | 0.215650 | -0.095234 | -0.095680 | 0.990684 | 0.992939 | -0.001624 | 0.060539 | 0.048606 | -0.068390 | -0.050400 | 0.019675 | -0.040799 | -0.111926 | 0.136610 | 0.715325 | -0.010352 |
| X29 | -0.002814 | -0.075656 | -0.170896 | -0.093885 | -0.073681 | 0.272873 | -0.010438 | -0.029835 | -0.459071 | 0.024863 | -0.051130 | -0.029796 | 0.127136 | -0.010438 | 0.038315 | -0.039934 | -0.017966 | -0.010438 | 0.081359 | 0.067363 | 0.049120 | 0.002588 | 0.079271 | -0.002047 | 0.204389 | -0.037548 | -0.094888 | -0.161102 | 1.000000 | 0.140184 | 0.055758 | 0.123002 | -0.218080 | -0.438347 | 0.077676 | -0.344279 | 0.146390 | 0.096320 | 0.194764 | -0.070397 | 0.000888 | 0.116935 | 0.086697 | 0.055725 | -0.032970 | -0.097247 | 0.084684 | 0.003305 | 0.044670 | -0.097382 | -0.131662 | 0.138787 | -0.159878 | -0.162215 | 0.356668 | 0.107575 | -0.045907 | -0.074956 | 0.079497 | -0.114934 | -0.120356 | 0.107781 | -0.205636 | -0.221777 | -0.116763 |
| X30 | -0.292155 | 0.542604 | -0.522026 | -0.374273 | -0.551126 | -0.225511 | -0.304243 | -0.339930 | -0.196054 | -0.537483 | -0.269534 | -0.284718 | -0.262193 | -0.304243 | 0.097173 | -0.324641 | -0.341551 | -0.304243 | -0.362103 | 0.225695 | -0.043585 | -0.227180 | -0.354693 | -0.307355 | -0.428111 | -0.319073 | -0.066497 | -0.149809 | 0.140184 | 1.000000 | -0.314232 | 0.592539 | -0.386312 | -0.298202 | -0.203552 | -0.250333 | -0.098565 | -0.342210 | -0.176968 | -0.369618 | 0.049551 | -0.220645 | 0.340694 | 0.255474 | -0.117873 | -0.385109 | 0.166045 | -0.186279 | -0.262115 | -0.425323 | 0.316363 | 0.584765 | -0.163015 | -0.152527 | -0.150690 | -0.124162 | -0.074829 | 0.165245 | 0.238150 | -0.045494 | -0.075678 | 0.689498 | -0.390416 | -0.086351 | 0.117637 |
| X31 | 0.768021 | -0.377950 | 0.368564 | 0.256260 | 0.351946 | 0.334174 | 0.772307 | 0.212505 | 0.001351 | 0.391226 | 0.737898 | 0.641222 | 0.874224 | 0.772307 | 0.008054 | 0.546609 | 0.211360 | 0.772307 | 0.954011 | -0.090928 | 0.187676 | 0.617232 | 0.941822 | 0.600619 | 0.379228 | 0.542672 | 0.104874 | 0.101449 | 0.055758 | -0.314232 | 1.000000 | -0.194550 | 0.114568 | 0.120180 | 0.535016 | -0.070273 | 0.056449 | 0.360870 | 0.637477 | 0.217326 | -0.027770 | 0.782057 | -0.018010 | 0.060367 | 0.305856 | 0.268402 | 0.013758 | 0.533137 | 0.670607 | 0.229267 | -0.348366 | -0.186738 | 0.108849 | 0.104801 | 0.147098 | 0.512880 | 0.282049 | -0.569287 | -0.048403 | 0.011539 | -0.048166 | -0.326195 | 0.215371 | 0.011932 | -0.200449 |
| X32 | -0.230323 | 0.430116 | -0.465152 | -0.290948 | -0.507474 | -0.193096 | -0.244682 | -0.229239 | -0.223542 | -0.425280 | -0.219931 | -0.231383 | -0.084195 | -0.244682 | 0.061755 | -0.220162 | -0.230075 | -0.244682 | -0.234182 | 0.258837 | -0.043627 | -0.213978 | -0.219995 | -0.249044 | -0.346123 | -0.212521 | -0.043541 | -0.095561 | 0.123002 | 0.592539 | -0.194550 | 1.000000 | -0.472145 | -0.293905 | -0.166146 | -0.303279 | -0.041352 | -0.429363 | -0.088743 | -0.190603 | 0.054598 | -0.176246 | 0.422691 | 0.336762 | -0.092582 | -0.269784 | 0.360668 | -0.237706 | -0.289891 | -0.264958 | 0.440532 | 0.974894 | -0.096572 | -0.095749 | -0.141621 | 0.136956 | -0.047100 | -0.079443 | 0.029658 | -0.053230 | -0.113095 | 0.850930 | -0.448106 | -0.052775 | 0.117343 |
| X33 | 0.187264 | -0.454907 | 0.464638 | 0.625221 | 0.325314 | 0.104906 | 0.200212 | 0.515208 | 0.260889 | 0.458170 | 0.180911 | 0.427091 | 0.079710 | 0.200212 | -0.084906 | 0.447016 | 0.510502 | 0.200212 | 0.139108 | -0.157922 | -0.023679 | 0.166951 | 0.133213 | 0.229048 | 0.300463 | 0.436663 | 0.093783 | 0.127925 | -0.218080 | -0.386312 | 0.114568 | -0.472145 | 1.000000 | 0.683134 | 0.129521 | 0.306752 | 0.043129 | 0.445734 | 0.048813 | 0.429313 | -0.066635 | 0.089863 | -0.263591 | -0.213268 | 0.079385 | 0.564266 | -0.160935 | 0.151931 | 0.127942 | 0.561547 | -0.448363 | -0.473903 | 0.131376 | 0.129312 | 0.050870 | -0.049134 | 0.034676 | 0.019544 | -0.059992 | 0.114488 | 0.217299 | -0.483013 | 0.955694 | 0.075247 | -0.042992 |
| X34 | 0.193086 | -0.313876 | 0.398595 | 0.474620 | 0.228097 | -0.103456 | 0.204623 | 0.386707 | 0.488643 | 0.362475 | 0.217923 | 0.323580 | 0.062788 | 0.204623 | -0.058294 | 0.387330 | 0.368995 | 0.204623 | 0.123510 | -0.107814 | 0.008819 | 0.166015 | 0.120277 | 0.233695 | 0.095967 | 0.380180 | 0.155899 | 0.175352 | -0.438347 | -0.298202 | 0.120180 | -0.293905 | 0.683134 | 1.000000 | 0.128774 | 0.291449 | -0.027152 | 0.284126 | 0.041793 | 0.309032 | -0.030438 | 0.075087 | -0.157629 | -0.115028 | 0.076395 | 0.417885 | -0.098403 | 0.153034 | 0.116947 | 0.504725 | -0.237224 | -0.296632 | 0.188809 | 0.183397 | -0.079398 | 0.025282 | 0.049413 | -0.045551 | -0.107516 | 0.090411 | 0.096586 | -0.311083 | 0.662717 | 0.157696 | 0.001821 |
| X35 | 0.784831 | -0.264438 | 0.331509 | 0.123422 | 0.183505 | 0.352648 | 0.816262 | 0.090428 | 0.074733 | 0.274256 | 0.806836 | 0.515796 | 0.513884 | 0.816262 | -0.012404 | 0.443425 | 0.087072 | 0.816262 | 0.621788 | -0.127670 | 0.240440 | 0.876401 | 0.599506 | 0.635069 | 0.294712 | 0.427664 | 0.108147 | 0.139296 | 0.077676 | -0.203552 | 0.535016 | -0.166146 | 0.129521 | 0.128774 | 1.000000 | 0.061257 | 0.038211 | 0.271090 | 0.807207 | 0.080915 | -0.037573 | 0.689994 | -0.106800 | -0.026856 | 0.301815 | 0.138292 | -0.059290 | 0.793840 | 0.651560 | 0.127565 | -0.244333 | -0.161549 | 0.145019 | 0.143384 | 0.078794 | 0.443774 | 0.320749 | -0.375199 | -0.011638 | 0.025147 | -0.078078 | -0.244480 | 0.212726 | 0.082340 | -0.239531 |
| X36 | 0.090209 | 0.216621 | 0.017194 | -0.130788 | -0.011954 | -0.070426 | 0.103582 | -0.172703 | 0.742771 | -0.204788 | 0.118160 | -0.015878 | -0.182186 | 0.103582 | -0.012248 | -0.024775 | -0.177370 | 0.103582 | -0.058084 | -0.338989 | 0.105708 | 0.114955 | -0.048590 | 0.099933 | -0.189665 | -0.024019 | 0.018753 | 0.071132 | -0.344279 | -0.250333 | -0.070273 | -0.303279 | 0.306752 | 0.291449 | 0.061257 | 1.000000 | -0.015480 | -0.309191 | -0.101469 | -0.124858 | -0.023318 | -0.091133 | -0.456239 | -0.307748 | 0.015132 | -0.111523 | -0.311003 | 0.093444 | 0.058487 | -0.088849 | 0.341195 | -0.304688 | 0.067611 | 0.068114 | -0.085410 | -0.105475 | 0.141145 | 0.097932 | -0.083845 | 0.164651 | 0.254064 | -0.308488 | 0.274819 | 0.311646 | 0.069587 |
| X37 | 0.051287 | -0.112170 | 0.094112 | 0.095994 | 0.090037 | 0.084874 | 0.055831 | 0.089603 | -0.043214 | 0.097634 | 0.042072 | 0.074732 | 0.056435 | 0.055831 | -0.023644 | 0.087585 | 0.094490 | 0.055831 | 0.071717 | -0.009386 | 0.025857 | 0.039376 | 0.065116 | 0.040846 | 0.108417 | 0.082590 | -0.003308 | 0.003908 | 0.146390 | -0.098565 | 0.056449 | -0.041352 | 0.043129 | -0.027152 | 0.038211 | -0.015480 | 1.000000 | 0.040256 | 0.044885 | 0.092160 | -0.005572 | 0.049927 | 0.022670 | 0.039820 | -0.001732 | 0.101890 | -0.009524 | 0.044235 | 0.052580 | 0.123690 | -0.050521 | -0.040794 | 0.004833 | 0.000395 | 0.216716 | 0.012239 | 0.003756 | -0.015243 | -0.058527 | 0.004286 | -0.032571 | -0.042494 | 0.049887 | -0.007790 | -0.032248 |
| X38 | 0.341733 | -0.850831 | 0.651957 | 0.475599 | 0.486623 | 0.325245 | 0.342249 | 0.447598 | -0.187252 | 0.877201 | 0.298203 | 0.365792 | 0.411807 | 0.342249 | -0.075085 | 0.400803 | 0.439439 | 0.342249 | 0.378566 | 0.023882 | -0.049617 | 0.255073 | 0.366508 | 0.338789 | 0.682252 | 0.398084 | 0.079329 | 0.104301 | 0.096320 | -0.342210 | 0.360870 | -0.429363 | 0.445734 | 0.284126 | 0.271090 | -0.309191 | 0.040256 | 1.000000 | 0.305502 | 0.337840 | -0.033630 | 0.317092 | 0.005815 | -0.014370 | 0.128411 | 0.436739 | 0.069819 | 0.204440 | 0.202387 | 0.419716 | -0.956557 | -0.423752 | 0.122036 | 0.121139 | 0.212829 | 0.257060 | -0.039118 | -0.274034 | 0.035999 | -0.032280 | -0.030556 | -0.532889 | 0.472737 | -0.148208 | -0.218558 |
| X39 | 0.612724 | -0.281754 | 0.256936 | 0.157546 | 0.200099 | 0.344569 | 0.634613 | 0.133361 | -0.035794 | 0.285323 | 0.615020 | 0.512298 | 0.645835 | 0.634613 | 0.001020 | 0.434445 | 0.134331 | 0.634613 | 0.734206 | -0.054800 | 0.179934 | 0.677644 | 0.710066 | 0.499438 | 0.304732 | 0.416520 | 0.090479 | 0.069924 | 0.194764 | -0.176968 | 0.637477 | -0.088743 | 0.048813 | 0.041793 | 0.807207 | -0.101469 | 0.044885 | 0.305502 | 1.000000 | 0.124038 | -0.019394 | 0.820032 | -0.003659 | 0.046236 | 0.256074 | 0.164308 | 0.035584 | 0.618870 | 0.732433 | 0.141093 | -0.282100 | -0.085647 | 0.075639 | 0.073866 | 0.123013 | 0.559651 | 0.245110 | -0.471808 | 0.007456 | 0.002335 | -0.054415 | -0.212887 | 0.136184 | -0.003221 | -0.248422 |
| X40 | 0.146023 | -0.373658 | 0.412509 | 0.805647 | 0.449383 | 0.078461 | 0.154340 | 0.611605 | -0.050877 | 0.371032 | 0.136155 | 0.454113 | 0.230527 | 0.154340 | -0.052153 | 0.475622 | 0.616902 | 0.154340 | 0.235388 | -0.040332 | -0.027580 | 0.094351 | 0.219466 | 0.157377 | 0.269252 | 0.464607 | 0.091558 | 0.227080 | -0.070397 | -0.369618 | 0.217326 | -0.190603 | 0.429313 | 0.309032 | 0.080915 | -0.124858 | 0.092160 | 0.337840 | 0.124038 | 1.000000 | -0.037026 | 0.160385 | -0.065328 | -0.051740 | 0.071335 | 0.881524 | -0.020062 | 0.099437 | 0.122122 | 0.766072 | -0.344256 | -0.190680 | 0.232006 | 0.227804 | 0.118386 | 0.085939 | 0.016516 | -0.119005 | -0.062981 | 0.030001 | 0.049232 | -0.210270 | 0.461270 | 0.024543 | -0.038989 |
| X41 | -0.026573 | 0.065162 | -0.048570 | -0.048937 | -0.054082 | -0.012668 | -0.036523 | -0.049876 | -0.003664 | -0.054564 | -0.029808 | -0.053252 | -0.069753 | -0.036523 | 0.122245 | -0.069738 | -0.051588 | -0.036523 | -0.043099 | -0.000036 | -0.011903 | -0.060651 | -0.036037 | -0.037188 | -0.039186 | -0.067395 | -0.014076 | -0.012740 | 0.000888 | 0.049551 | -0.027770 | 0.054598 | -0.066635 | -0.030438 | -0.037573 | -0.023318 | -0.005572 | -0.033630 | -0.019394 | -0.037026 | 1.000000 | -0.047564 | 0.013096 | 0.017966 | -0.031505 | -0.045133 | 0.019116 | -0.021577 | -0.008738 | -0.053383 | 0.042963 | 0.065410 | -0.011379 | -0.010953 | -0.029326 | 0.082111 | -0.028166 | -0.059019 | 0.030189 | -0.016179 | -0.020470 | 0.039475 | -0.057252 | -0.010420 | -0.071979 |
| X42 | 0.715213 | -0.293143 | 0.286386 | 0.188035 | 0.262874 | 0.359597 | 0.739661 | 0.156529 | -0.024162 | 0.299344 | 0.718927 | 0.603048 | 0.792880 | 0.739661 | 0.004761 | 0.505193 | 0.156809 | 0.739661 | 0.888161 | -0.085678 | 0.183640 | 0.794498 | 0.854517 | 0.572075 | 0.328847 | 0.486184 | 0.103739 | 0.080433 | 0.116935 | -0.220645 | 0.782057 | -0.176246 | 0.089863 | 0.075087 | 0.689994 | -0.091133 | 0.049927 | 0.317092 | 0.820032 | 0.160385 | -0.047564 | 1.000000 | -0.038447 | 0.027473 | 0.300687 | 0.201577 | -0.022943 | 0.718900 | 0.880816 | 0.166114 | -0.303070 | -0.163791 | 0.085359 | 0.083385 | 0.138540 | 0.414813 | 0.276898 | -0.447018 | 0.006502 | 0.006044 | -0.046890 | -0.265018 | 0.159501 | 0.000430 | -0.216949 |
| X43 | -0.113910 | 0.003386 | 0.153079 | 0.132966 | 0.019072 | -0.050399 | -0.127338 | 0.039904 | -0.319431 | 0.004488 | -0.132423 | -0.081052 | 0.018956 | -0.127338 | 0.043832 | -0.081149 | 0.037946 | -0.127338 | -0.034894 | 0.683149 | -0.091103 | -0.135267 | -0.024094 | -0.124343 | -0.006692 | -0.074270 | 0.007090 | 0.030872 | 0.086697 | 0.340694 | -0.018010 | 0.422691 | -0.263591 | -0.157629 | -0.106800 | -0.456239 | 0.022670 | 0.005815 | -0.003659 | -0.065328 | 0.013096 | -0.038447 | 1.000000 | 0.730509 | -0.069205 | 0.051330 | 0.593010 | -0.074975 | -0.087276 | 0.115815 | 0.007017 | 0.417316 | 0.026350 | 0.030529 | 0.079446 | 0.040192 | -0.087160 | -0.027266 | -0.000581 | -0.151593 | -0.262011 | 0.441694 | -0.252505 | -0.046670 | 0.000711 |
| X44 | -0.021350 | 0.000438 | 0.107125 | 0.070882 | 0.234489 | -0.006647 | -0.025377 | 0.028216 | -0.210522 | 0.007731 | -0.032557 | -0.040865 | 0.078148 | -0.025377 | 0.035662 | -0.047126 | 0.025595 | -0.025377 | 0.052134 | 0.000336 | -0.029635 | -0.043170 | 0.052134 | -0.030665 | 0.017154 | -0.044237 | 0.006230 | 0.063533 | 0.055725 | 0.255474 | 0.060367 | 0.336762 | -0.213268 | -0.115028 | -0.026856 | -0.307748 | 0.039820 | -0.014370 | 0.046236 | -0.051740 | 0.017966 | 0.027473 | 0.730509 | 1.000000 | 0.029816 | 0.139689 | 0.002234 | 0.004270 | -0.008618 | 0.065182 | 0.027790 | 0.332433 | 0.061183 | 0.061400 | 0.052835 | 0.030632 | -0.035770 | -0.038397 | -0.013959 | 0.018298 | -0.383887 | 0.347885 | -0.205833 | 0.001585 | -0.020515 |
| X45 | 0.347388 | -0.138852 | 0.125613 | 0.054178 | 0.134219 | 0.102660 | 0.354096 | 0.073784 | 0.040977 | 0.142998 | 0.350748 | 0.249196 | 0.294755 | 0.354096 | -0.007664 | 0.222459 | 0.073654 | 0.354096 | 0.327020 | -0.133222 | 0.062870 | 0.334271 | 0.323776 | 0.285239 | 0.140648 | 0.217120 | 0.076672 | 0.053830 | -0.032970 | -0.117873 | 0.305856 | -0.092582 | 0.079385 | 0.076395 | 0.301815 | 0.015132 | -0.001732 | 0.128411 | 0.256074 | 0.071335 | -0.031505 | 0.300687 | -0.069205 | 0.029816 | 1.000000 | 0.099660 | -0.109685 | 0.293948 | 0.262993 | 0.056058 | -0.121404 | -0.091399 | 0.054293 | 0.053093 | 0.013638 | 0.167347 | 0.126549 | -0.186000 | -0.010593 | 0.449228 | 0.004489 | -0.125967 | 0.113499 | 0.020711 | -0.073401 |
| X46 | 0.212629 | -0.467936 | 0.533883 | 0.928834 | 0.549797 | 0.106436 | 0.221725 | 0.681991 | -0.035736 | 0.470007 | 0.197203 | 0.532325 | 0.269527 | 0.221725 | -0.065929 | 0.543874 | 0.682955 | 0.221725 | 0.285660 | -0.074216 | -0.025294 | 0.152462 | 0.271596 | 0.218536 | 0.343575 | 0.537706 | 0.112136 | 0.237825 | -0.097247 | -0.385109 | 0.268402 | -0.269784 | 0.564266 | 0.417885 | 0.138292 | -0.111523 | 0.101890 | 0.436739 | 0.164308 | 0.881524 | -0.045133 | 0.201577 | 0.051330 | 0.139689 | 0.099660 | 1.000000 | -0.047175 | 0.151816 | 0.164898 | 0.855809 | -0.439373 | -0.269800 | 0.242870 | 0.238728 | 0.133220 | 0.119906 | 0.031312 | -0.153558 | -0.073448 | 0.045394 | -0.049751 | -0.298888 | 0.601636 | 0.037298 | -0.072765 |
| X47 | -0.068230 | -0.038638 | 0.132878 | 0.123991 | -0.176389 | -0.036890 | -0.083432 | 0.038720 | -0.188842 | 0.046255 | -0.086361 | -0.022206 | 0.099403 | -0.083432 | 0.025125 | 0.012711 | 0.036992 | -0.083432 | -0.014933 | 0.865977 | -0.071429 | -0.104123 | 0.000011 | -0.081148 | 0.010064 | 0.022581 | 0.014502 | -0.013541 | 0.084684 | 0.166045 | 0.013758 | 0.360668 | -0.160935 | -0.098403 | -0.059290 | -0.311003 | -0.009524 | 0.069819 | 0.035584 | -0.020062 | 0.019116 | -0.022943 | 0.593010 | 0.002234 | -0.109685 | -0.047175 | 1.000000 | -0.152554 | -0.140425 | 0.100964 | -0.063198 | 0.377676 | -0.015439 | -0.011345 | 0.074696 | 0.300248 | -0.056783 | -0.261979 | 0.010277 | -0.214195 | 0.005721 | 0.200100 | -0.114480 | -0.062575 | -0.018767 |
| X48 | 0.783478 | -0.207469 | 0.313507 | 0.131337 | 0.215682 | 0.305372 | 0.814429 | 0.093089 | 0.106338 | 0.217594 | 0.810279 | 0.513165 | 0.380160 | 0.814429 | 0.012029 | 0.355626 | 0.089793 | 0.814429 | 0.631050 | -0.114354 | 0.229525 | 0.902474 | 0.606471 | 0.621668 | 0.258988 | 0.330643 | 0.108040 | 0.167204 | 0.003305 | -0.186279 | 0.533137 | -0.237706 | 0.151931 | 0.153034 | 0.793840 | 0.093444 | 0.044235 | 0.204440 | 0.618870 | 0.099437 | -0.021577 | 0.718900 | -0.074975 | 0.004270 | 0.293948 | 0.151816 | -0.152554 | 1.000000 | 0.830843 | 0.134904 | -0.179173 | -0.234577 | 0.169685 | 0.168839 | 0.083125 | 0.162569 | 0.306789 | -0.181022 | -0.022412 | 0.032172 | -0.065156 | -0.206205 | 0.191967 | 0.125536 | -0.152643 |
| X49 | 0.654207 | -0.201665 | 0.287402 | 0.151856 | 0.265073 | 0.320728 | 0.680675 | 0.096855 | 0.075238 | 0.214651 | 0.667907 | 0.535457 | 0.491092 | 0.680675 | 0.030184 | 0.360426 | 0.093080 | 0.680675 | 0.782713 | -0.118586 | 0.197886 | 0.744504 | 0.755032 | 0.530030 | 0.262097 | 0.334520 | 0.100116 | 0.118447 | 0.044670 | -0.262115 | 0.670607 | -0.289891 | 0.127942 | 0.116947 | 0.651560 | 0.058487 | 0.052580 | 0.202387 | 0.732433 | 0.122122 | -0.008738 | 0.880816 | -0.087276 | -0.008618 | 0.262993 | 0.164898 | -0.140425 | 0.830843 | 1.000000 | 0.145758 | -0.173185 | -0.282483 | 0.120731 | 0.119751 | 0.117215 | 0.237409 | 0.269186 | -0.264914 | -0.020316 | 0.017163 | -0.029444 | -0.286606 | 0.167470 | 0.068648 | -0.162718 |
| X50 | 0.196134 | -0.508175 | 0.551704 | 0.924082 | 0.468439 | 0.127419 | 0.202251 | 0.777367 | -0.024535 | 0.508393 | 0.174489 | 0.490168 | 0.226634 | 0.202251 | -0.073847 | 0.606663 | 0.775900 | 0.202251 | 0.250651 | 0.099889 | -0.041049 | 0.134744 | 0.241196 | 0.212375 | 0.365271 | 0.606227 | 0.111018 | 0.215650 | -0.097382 | -0.425323 | 0.229267 | -0.264958 | 0.561547 | 0.504725 | 0.127565 | -0.088849 | 0.123690 | 0.419716 | 0.141093 | 0.766072 | -0.053383 | 0.166114 | 0.115815 | 0.065182 | 0.056058 | 0.855809 | 0.100964 | 0.134904 | 0.145758 | 1.000000 | -0.403431 | -0.265415 | 0.227902 | 0.220091 | 0.136302 | 0.100089 | 0.018723 | -0.125142 | -0.129210 | -0.019663 | -0.017777 | -0.290984 | 0.586282 | 0.041498 | -0.064568 |
| X51 | -0.320085 | 0.851578 | -0.647817 | -0.475608 | -0.490401 | -0.322655 | -0.321915 | -0.433116 | 0.228466 | -0.837926 | -0.272607 | -0.360137 | -0.415698 | -0.321915 | 0.081991 | -0.388364 | -0.436669 | -0.321915 | -0.365043 | -0.019442 | 0.058498 | -0.231778 | -0.350172 | -0.314354 | -0.662798 | -0.385470 | -0.072554 | -0.095234 | -0.131662 | 0.316363 | -0.348366 | 0.440532 | -0.448363 | -0.237224 | -0.244333 | 0.341195 | -0.050521 | -0.956557 | -0.282100 | -0.344256 | 0.042963 | -0.303070 | 0.007017 | 0.027790 | -0.121404 | -0.439373 | -0.063198 | -0.179173 | -0.173185 | -0.403431 | 1.000000 | 0.434014 | -0.101719 | -0.100199 | -0.227689 | -0.228274 | 0.037948 | 0.252528 | -0.039509 | 0.023998 | 0.024683 | 0.537225 | -0.473482 | 0.168756 | 0.201175 |
| X52 | -0.222345 | 0.425145 | -0.461566 | -0.291437 | -0.487637 | -0.184260 | -0.237457 | -0.229601 | -0.225077 | -0.422794 | -0.213144 | -0.229881 | -0.071716 | -0.237457 | 0.067464 | -0.217913 | -0.230141 | -0.237457 | -0.223963 | 0.255596 | -0.037666 | -0.206967 | -0.208645 | -0.242970 | -0.336069 | -0.210011 | -0.043324 | -0.095680 | 0.138787 | 0.584765 | -0.186738 | 0.974894 | -0.473903 | -0.296632 | -0.161549 | -0.304688 | -0.040794 | -0.423752 | -0.085647 | -0.190680 | 0.065410 | -0.163791 | 0.417316 | 0.332433 | -0.091399 | -0.269800 | 0.377676 | -0.234577 | -0.282483 | -0.265415 | 0.434014 | 1.000000 | -0.096810 | -0.095809 | -0.140137 | 0.137520 | -0.045725 | -0.079578 | 0.032447 | -0.052656 | -0.112448 | 0.840847 | -0.448029 | -0.053039 | 0.092093 |
| X53 | 0.179289 | -0.164263 | 0.353553 | 0.212450 | 0.177222 | 0.003940 | 0.185503 | 0.087449 | 0.097790 | 0.177386 | 0.179852 | 0.151277 | 0.064834 | 0.185503 | -0.014872 | 0.133940 | 0.084213 | 0.185503 | 0.119457 | -0.026843 | 0.002768 | 0.153693 | 0.113770 | 0.182598 | 0.148915 | 0.126244 | 0.056878 | 0.990684 | -0.159878 | -0.163015 | 0.108849 | -0.096572 | 0.131376 | 0.188809 | 0.145019 | 0.067611 | 0.004833 | 0.122036 | 0.075639 | 0.232006 | -0.011379 | 0.085359 | 0.026350 | 0.061183 | 0.054293 | 0.242870 | -0.015439 | 0.169685 | 0.120731 | 0.227902 | -0.101719 | -0.096810 | 1.000000 | 0.997736 | -0.002434 | 0.066947 | 0.047643 | -0.075395 | -0.063274 | 0.018311 | -0.040754 | -0.114408 | 0.141097 | 0.697991 | -0.013723 |
| X54 | 0.174989 | -0.148015 | 0.354212 | 0.209318 | 0.174242 | -0.002851 | 0.181176 | 0.079763 | 0.099677 | 0.161748 | 0.177244 | 0.146699 | 0.059801 | 0.181176 | -0.013550 | 0.126861 | 0.076433 | 0.181176 | 0.114657 | -0.020956 | 0.003954 | 0.151852 | 0.109064 | 0.176139 | 0.136099 | 0.119220 | 0.055343 | 0.992939 | -0.162215 | -0.152527 | 0.104801 | -0.095749 | 0.129312 | 0.183397 | 0.143384 | 0.068114 | 0.000395 | 0.121139 | 0.073866 | 0.227804 | -0.010953 | 0.083385 | 0.030529 | 0.061400 | 0.053093 | 0.238728 | -0.011345 | 0.168839 | 0.119751 | 0.220091 | -0.100199 | -0.095809 | 0.997736 | 1.000000 | -0.002911 | 0.065210 | 0.049661 | -0.072559 | -0.048278 | 0.017444 | -0.041068 | -0.113137 | 0.138560 | 0.700231 | -0.012573 |
| X55 | 0.105703 | -0.225154 | 0.230718 | 0.137891 | 0.216447 | 0.189592 | 0.111366 | 0.103841 | -0.081561 | 0.204947 | 0.089622 | 0.097089 | 0.157818 | 0.111366 | -0.014010 | 0.104118 | 0.109876 | 0.111366 | 0.170525 | 0.059835 | 0.019478 | 0.082638 | 0.160902 | 0.104583 | 0.228007 | 0.099208 | -0.017344 | -0.001624 | 0.356668 | -0.150690 | 0.147098 | -0.141621 | 0.050870 | -0.079398 | 0.078794 | -0.085410 | 0.216716 | 0.212829 | 0.123013 | 0.118386 | -0.029326 | 0.138540 | 0.079446 | 0.052835 | 0.013638 | 0.133220 | 0.074696 | 0.083125 | 0.117215 | 0.136302 | -0.227689 | -0.140137 | -0.002434 | -0.002911 | 1.000000 | 0.093302 | 0.022935 | -0.095084 | -0.010990 | -0.032828 | -0.036491 | -0.169687 | 0.060526 | -0.040505 | -0.074845 |
| X56 | 0.437470 | -0.213735 | 0.226547 | 0.134712 | 0.116914 | 0.185192 | 0.433814 | 0.089363 | 0.006802 | 0.242411 | 0.419066 | 0.362970 | 0.545677 | 0.433814 | -0.009220 | 0.359274 | 0.081089 | 0.433814 | 0.479317 | 0.026098 | 0.113491 | 0.335615 | 0.481293 | 0.362846 | 0.196947 | 0.364758 | 0.067921 | 0.060539 | 0.107575 | -0.124162 | 0.512880 | 0.136956 | -0.049134 | 0.025282 | 0.443774 | -0.105475 | 0.012239 | 0.257060 | 0.559651 | 0.085939 | 0.082111 | 0.414813 | 0.040192 | 0.030632 | 0.167347 | 0.119906 | 0.300248 | 0.162569 | 0.237409 | 0.100089 | -0.228274 | 0.137520 | 0.066947 | 0.065210 | 0.093302 | 1.000000 | 0.161662 | -0.884461 | 0.000489 | -0.022067 | -0.047063 | -0.175410 | 0.115737 | -0.010792 | -0.141949 |
| X57 | 0.359249 | 0.031231 | 0.050767 | 0.019434 | 0.049110 | 0.081261 | 0.358314 | -0.004439 | 0.133772 | -0.031610 | 0.358197 | 0.217575 | 0.241755 | 0.358314 | -0.026942 | 0.165390 | -0.005209 | 0.358314 | 0.296794 | -0.089380 | 0.132632 | 0.342384 | 0.300456 | 0.256990 | 0.010103 | 0.169262 | 0.036920 | 0.048606 | -0.045907 | -0.074829 | 0.282049 | -0.047100 | 0.034676 | 0.049413 | 0.320749 | 0.141145 | 0.003756 | -0.039118 | 0.245110 | 0.016516 | -0.028166 | 0.276898 | -0.087160 | -0.035770 | 0.126549 | 0.031312 | -0.056783 | 0.306789 | 0.269186 | 0.018723 | 0.037948 | -0.045725 | 0.047643 | 0.049661 | 0.022935 | 0.161662 | 1.000000 | -0.167668 | -0.125807 | 0.032903 | 0.033921 | -0.065731 | 0.069465 | 0.062813 | -0.078984 |
| X58 | -0.466608 | 0.249471 | -0.250026 | -0.162315 | -0.160392 | -0.187657 | -0.465588 | -0.108382 | -0.007078 | -0.276993 | -0.438064 | -0.397492 | -0.613800 | -0.465588 | 0.009412 | -0.387959 | -0.099943 | -0.465588 | -0.548847 | 0.001133 | -0.095604 | -0.351837 | -0.542852 | -0.370347 | -0.227706 | -0.392885 | -0.070982 | -0.068390 | -0.074956 | 0.165245 | -0.569287 | -0.079443 | 0.019544 | -0.045551 | -0.375199 | 0.097932 | -0.015243 | -0.274034 | -0.471808 | -0.119005 | -0.059019 | -0.447018 | -0.027266 | -0.038397 | -0.186000 | -0.153558 | -0.261979 | -0.181022 | -0.264914 | -0.125142 | 0.252528 | -0.079578 | -0.075395 | -0.072559 | -0.095084 | -0.884461 | -0.167668 | 1.000000 | 0.026191 | 0.018990 | 0.047662 | 0.211096 | -0.133544 | 0.012635 | 0.129372 |
| X59 | -0.050620 | 0.204692 | -0.105156 | -0.069833 | -0.066098 | -0.021789 | -0.058333 | -0.105906 | -0.058912 | -0.203583 | -0.041667 | -0.076654 | -0.036902 | -0.058333 | 0.068573 | -0.096516 | -0.106439 | -0.058333 | -0.067839 | 0.014077 | 0.023327 | -0.014998 | -0.060345 | -0.065767 | -0.144595 | -0.094408 | -0.025488 | -0.050400 | 0.079497 | 0.238150 | -0.048403 | 0.029658 | -0.059992 | -0.107516 | -0.011638 | -0.083845 | -0.058527 | 0.035999 | 0.007456 | -0.062981 | 0.030189 | 0.006502 | -0.000581 | -0.013959 | -0.010593 | -0.073448 | 0.010277 | -0.022412 | -0.020316 | -0.129210 | -0.039509 | 0.032447 | -0.063274 | -0.048278 | -0.010990 | 0.000489 | -0.125807 | 0.026191 | 1.000000 | -0.007928 | 0.001898 | 0.026428 | -0.062555 | -0.057556 | 0.009578 |
| X60 | 0.033284 | 0.013422 | -0.011303 | -0.015955 | 0.049484 | -0.021315 | 0.043114 | 0.007281 | 0.137569 | -0.016089 | 0.050933 | 0.026126 | 0.001124 | 0.043114 | -0.000994 | 0.023304 | 0.007094 | 0.043114 | 0.013595 | -0.241550 | 0.019382 | 0.041827 | 0.010298 | 0.053934 | -0.031504 | 0.020158 | 0.021843 | 0.019675 | -0.114934 | -0.045494 | 0.011539 | -0.053230 | 0.114488 | 0.090411 | 0.025147 | 0.164651 | 0.004286 | -0.032280 | 0.002335 | 0.030001 | -0.016179 | 0.006044 | -0.151593 | 0.018298 | 0.449228 | 0.045394 | -0.214195 | 0.032172 | 0.017163 | -0.019663 | 0.023998 | -0.052656 | 0.018311 | 0.017444 | -0.032828 | -0.022067 | 0.032903 | 0.018990 | -0.007928 | 1.000000 | 0.014984 | -0.050473 | 0.105961 | 0.062373 | 0.008185 |
| X61 | -0.068736 | 0.029243 | -0.118473 | -0.011751 | -0.099839 | -0.036020 | -0.063942 | 0.078632 | 0.137741 | -0.030900 | -0.058340 | 0.069000 | -0.054486 | -0.063942 | -0.044586 | 0.080164 | 0.076580 | -0.063942 | -0.048665 | 0.026848 | -0.040536 | -0.052473 | -0.056541 | -0.028463 | -0.053724 | 0.052696 | -0.004044 | -0.040799 | -0.120356 | -0.075678 | -0.048166 | -0.113095 | 0.217299 | 0.096586 | -0.078078 | 0.254064 | -0.032571 | -0.030556 | -0.054415 | 0.049232 | -0.020470 | -0.046890 | -0.262011 | -0.383887 | 0.004489 | -0.049751 | 0.005721 | -0.065156 | -0.029444 | -0.017777 | 0.024683 | -0.112448 | -0.040754 | -0.041068 | -0.036491 | -0.047063 | 0.033921 | 0.047662 | 0.001898 | 0.014984 | 1.000000 | -0.107737 | 0.214497 | -0.005640 | 0.062439 |
| X62 | -0.317749 | 0.521141 | -0.555095 | -0.323515 | -0.551797 | -0.246298 | -0.329839 | -0.254677 | -0.240021 | -0.524762 | -0.298168 | -0.277880 | -0.272404 | -0.329839 | 0.064229 | -0.293183 | -0.253895 | -0.329839 | -0.359263 | 0.274770 | -0.065603 | -0.270225 | -0.349969 | -0.323157 | -0.416113 | -0.289621 | -0.052061 | -0.111926 | 0.107781 | 0.689498 | -0.326195 | 0.850930 | -0.483013 | -0.311083 | -0.244480 | -0.308488 | -0.042494 | -0.532889 | -0.212887 | -0.210270 | 0.039475 | -0.265018 | 0.441694 | 0.347885 | -0.125967 | -0.298888 | 0.200100 | -0.206205 | -0.286606 | -0.290984 | 0.537225 | 0.840847 | -0.114408 | -0.113137 | -0.169687 | -0.175410 | -0.065731 | 0.211096 | 0.026428 | -0.050473 | -0.107737 | 1.000000 | -0.486926 | -0.054246 | 0.161686 |
| X63 | 0.283767 | -0.477785 | 0.491854 | 0.668448 | 0.337275 | 0.117384 | 0.295703 | 0.554937 | 0.251998 | 0.485040 | 0.274537 | 0.581374 | 0.177354 | 0.295703 | -0.087516 | 0.571912 | 0.548016 | 0.295703 | 0.224819 | -0.149639 | 0.002218 | 0.234249 | 0.218207 | 0.299247 | 0.321545 | 0.564961 | 0.122323 | 0.136610 | -0.205636 | -0.390416 | 0.215371 | -0.448106 | 0.955694 | 0.662717 | 0.212726 | 0.274819 | 0.049887 | 0.472737 | 0.136184 | 0.461270 | -0.057252 | 0.159501 | -0.252505 | -0.205833 | 0.113499 | 0.601636 | -0.114480 | 0.191967 | 0.167470 | 0.586282 | -0.473482 | -0.448029 | 0.141097 | 0.138560 | 0.060526 | 0.115737 | 0.069465 | -0.133544 | -0.062555 | 0.105961 | 0.214497 | -0.486926 | 1.000000 | 0.070103 | -0.063642 |
| X64 | 0.091275 | 0.089354 | 0.165058 | 0.017085 | 0.041379 | -0.063288 | 0.097623 | -0.041926 | 0.314371 | -0.076545 | 0.113737 | 0.027625 | -0.049000 | 0.097623 | 0.010088 | 0.012302 | -0.044461 | 0.097623 | 0.016391 | -0.070036 | 0.050996 | 0.095345 | 0.017823 | 0.103754 | -0.069046 | 0.009241 | 0.020877 | 0.715325 | -0.221777 | -0.086351 | 0.011932 | -0.052775 | 0.075247 | 0.157696 | 0.082340 | 0.311646 | -0.007790 | -0.148208 | -0.003221 | 0.024543 | -0.010420 | 0.000430 | -0.046670 | 0.001585 | 0.020711 | 0.037298 | -0.062575 | 0.125536 | 0.068648 | 0.041498 | 0.168756 | -0.053039 | 0.697991 | 0.700231 | -0.040505 | -0.010792 | 0.062813 | 0.012635 | -0.057556 | 0.062373 | -0.005640 | -0.054246 | 0.070103 | 1.000000 | 0.028073 |
| Y | -0.228388 | 0.201201 | -0.184199 | -0.074671 | -0.128416 | -0.156222 | -0.217200 | -0.056407 | 0.066605 | -0.203469 | -0.203086 | -0.104693 | -0.225527 | -0.217200 | -0.049243 | -0.109044 | -0.056013 | -0.217200 | -0.224468 | 0.022979 | -0.113787 | -0.201368 | -0.232723 | -0.112844 | -0.222610 | -0.111925 | -0.022604 | -0.010352 | -0.116763 | 0.117637 | -0.200449 | 0.117343 | -0.042992 | 0.001821 | -0.239531 | 0.069587 | -0.032248 | -0.218558 | -0.248422 | -0.038989 | -0.071979 | -0.216949 | 0.000711 | -0.020515 | -0.073401 | -0.072765 | -0.018767 | -0.152643 | -0.162718 | -0.064568 | 0.201175 | 0.092093 | -0.013723 | -0.012573 | -0.074845 | -0.141949 | -0.078984 | 0.129372 | 0.009578 | 0.008185 | 0.062439 | 0.161686 | -0.063642 | 0.028073 | 1.000000 |
--------------------------------------------------------------------------
def display_correlation(corr):
plt.figure(figsize = (35,35))
sns.heatmap(corr,vmin=-1,vmax=1,center=0,cmap = sns.diverging_palette(20,220,n=200),square=True,annot = True)
plt.show()
df_list = [df1,df2,df3,df4,df5]
for i in range(5):
print("For df"+str(i+1))
display_correlation(find_correlation(df_list[i]))
print("--------------------------------------------------------------------------")
For df1
-------------------------------------------------------------------------- For df2
-------------------------------------------------------------------------- For df3
-------------------------------------------------------------------------- For df4
-------------------------------------------------------------------------- For df5
--------------------------------------------------------------------------
#For Common in all 5 datasets
def feature_selection(df):
corr = find_correlation(df)
upper_tri = corr.where(np.triu(np.ones(corr.shape),k=1).astype(np.bool))
to_drop = [column for column in upper_tri.columns if any(upper_tri[column]>0.75)]
return to_drop
df_list = [df1,df2,df3,df4,df5]
fs_list = []
for df in df_list:
fs_list.append(feature_selection(df))
count = {}
def vote_common(l):
for i in l:
if i not in count:
count[i] = 1
else:
count[i] += 1
for l in fs_list:
vote_common(l)
votes = dict( sorted(count.items(), key=operator.itemgetter(1),reverse=True))
to_drop_col = []
for key,val in votes.items():
if val==5:
to_drop_col.append(key)
print("\nDropping following columns:\n")
print(to_drop_col)
print("\nNo of columns dropped = ",len(to_drop_col))
for df in df_list:
df.drop(to_drop_col,axis = 1,inplace = True)
<ipython-input-17-387fcfff6dd0>:5: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here. Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations upper_tri = corr.where(np.triu(np.ones(corr.shape),k=1).astype(np.bool))
Dropping following columns: ['X7', 'X11', 'X14', 'X16', 'X17', 'X18', 'X19', 'X22', 'X23', 'X25', 'X26', 'X31', 'X35', 'X38', 'X39', 'X40', 'X42', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X62', 'X63'] No of columns dropped = 28
def display_piechart(df,i):
print("For df"+str(i+1))
plt.figure(figsize = (6.5,6.5))
plt.pie(df['Y'].value_counts(),labels = ['No','Yes'],explode = [0,0.25],shadow = True)
plt.show()
print("-------------------------------------")
df_list = [df1,df2,df3,df4,df5]
for i in range(5):
display_piechart(df_list[i],i)
For df1
------------------------------------- For df2
------------------------------------- For df3
------------------------------------- For df4
------------------------------------- For df5
-------------------------------------
def display_countplot(df,i):
print("For df"+str(i+1))
sns.set(style = 'dark')
sns.countplot(df.Y,saturation = 1)
plt.show()
print(df['Y'].value_counts())
print("--------------------")
df_list = [df1,df2,df3,df4,df5]
for i in range(5):
display_countplot(df_list[i],i)
For df1
0.0 6113 1.0 238 Name: Y, dtype: int64 -------------------- For df2
0.0 8655 1.0 342 Name: Y, dtype: int64 -------------------- For df3
0.0 8848 1.0 414 Name: Y, dtype: int64 -------------------- For df4
0.0 8192 1.0 412 Name: Y, dtype: int64 -------------------- For df5
0.0 4974 1.0 295 Name: Y, dtype: int64 --------------------
def sample(df):
X = df.drop(['Y'],axis = 1)
Y = df['Y']
sm = SMOTE(sampling_strategy = 'minority',random_state = 42)
oversampled_X,oversampled_Y = sm.fit_sample(X,Y)
return pd.concat([pd.DataFrame(oversampled_Y),pd.DataFrame(oversampled_X)],axis=1)
df_1 = sample(df1)
df_2 = sample(df2)
df_3 = sample(df3)
df_4 = sample(df4)
df_5 = sample(df5)
df_list = [df_1,df_2,df_3,df_4,df_5]
for i in range(5):
display_countplot(df_list[i],i)
For df1
1.0 6113 0.0 6113 Name: Y, dtype: int64 -------------------- For df2
1.0 8655 0.0 8655 Name: Y, dtype: int64 -------------------- For df3
1.0 8848 0.0 8848 Name: Y, dtype: int64 -------------------- For df4
1.0 8192 0.0 8192 Name: Y, dtype: int64 -------------------- For df5
1.0 4974 0.0 4974 Name: Y, dtype: int64 --------------------
X_train_list = []
X_test_list = []
y_train_list = []
y_test_list = []
def split_data(df):
X = df.drop(['Y'],axis = 1)
Y = df.Y
X_train, X_test, y_train, y_test = train_test_split(X,Y,test_size = 0.2)
X_train_list.append(X_train)
X_test_list.append(X_test)
y_train_list.append(y_train)
y_test_list.append(y_test)
df_list = [df_1,df_2,df_3,df_4,df_5]
for df in df_list:
split_data(df)
for i in range(5):
print("df"+str(i+1))
display(X_train_list[i].head())
print("\n\n")
df1
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2450 | 0.191230 | 0.448760 | 0.413200 | 2.013500 | 2.925200 | 0.48711 | 1.114900 | 1.166900 | 0.500330 | 0.583530 | 0.172740 | 624.690000 | 96.723000 | 0.972440 | 0.606150 | 1.922300 | 2.307100 | 4.087600 | 0.279180 | 114.400000 | 3.190600 | 0.557190 | 1.566900 | 10.196000 | 0.053778 | 191.240000 | 94.520000 | 0.475420 | 5055.800000 | 0.143040 | 0.382210 | 0.856960 | 0.082071 | 3.773700 | 3.861600 | 8.475300 |
| 1227 | 0.075489 | 0.146420 | 0.484860 | 4.390700 | 65.074000 | 0.00000 | 5.829800 | 1.564900 | 0.853580 | 0.563400 | 0.079829 | 427.800000 | 67.385000 | 0.823910 | 0.242600 | 68.700000 | 1.302900 | 4.244000 | -0.008089 | 46.841000 | 7.964500 | 7.778400 | 1.564900 | 297.250000 | 0.039777 | 108.740000 | 41.359000 | 0.261300 | 4.390700 | 0.287950 | 0.088438 | 0.720800 | 0.001336 | 5.416600 | 8.825100 | 4.205000 |
| 4675 | 0.368510 | 0.059837 | 0.307370 | 6.136900 | 356.120000 | 0.00000 | 15.712000 | 4.025300 | 0.940160 | 6.158500 | 0.108740 | 49.895000 | 0.795870 | 1.011500 | 0.735540 | 554.958703 | 0.485740 | 3.090000 | -0.031204 | 5.972100 | 61.118000 | 61.118000 | 4.025300 | 1.650653 | 0.004560 | 16.257000 | 15.462000 | 41.985000 | 378.180000 | 0.091488 | 0.391960 | 0.908520 | 0.000000 | 458.620000 | 23.607000 | 6.361200 |
| 9850 | -0.017322 | 0.849653 | -0.277949 | 0.558617 | -66.226491 | 0.00000 | 0.181628 | 2.823245 | 0.150319 | -0.035120 | 0.015280 | 7295.930657 | 26.715373 | 1.125661 | 0.016428 | 1.399238 | -0.419586 | 4.123732 | 0.303562 | 82.759627 | 4.860130 | 3.316565 | 2.834415 | 0.696278 | 0.357226 | 41.677023 | 14.961714 | -0.129958 | -3513.781042 | 0.015583 | -0.055691 | 0.984271 | 1.365601 | 16.412297 | 27.203529 | 4.203980 |
| 11224 | 0.111004 | 0.877668 | -0.105209 | 0.866927 | -47.111613 | 0.00000 | 0.147521 | 2.907969 | 0.122332 | 0.141642 | 0.060002 | 2042.740170 | 28.550353 | 1.165666 | 0.111004 | 10.944647 | -0.429347 | 4.052432 | 0.295730 | 118.290720 | 3.305456 | 3.101652 | 2.908944 | 18.961546 | 0.173216 | 81.316926 | 52.766573 | 0.621771 | -1192.755949 | 0.057583 | 1.289206 | 0.950973 | 0.467624 | 18.262950 | 7.158152 | 14.046624 |
df2
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10235 | 0.127725 | 0.867016 | 0.003909 | 1.051429 | -38.531592 | -0.185621 | 0.193999 | 2.757765 | 0.132993 | 0.330799 | 0.059894 | 1906.602941 | 31.374381 | 0.721970 | 0.167718 | 4.828974 | -0.020843 | 3.641453 | 0.308467 | 109.782508 | 5.520967 | 2.991616 | 2.775158 | 1.401277 | 0.145288 | 89.883058 | 58.507868 | 0.614492 | 4.269736 | 0.157412 | 1.738013 | 0.840772 | 0.000000 | 13.857165 | 10.800632 | 26.193199 |
| 3056 | 0.002886 | 0.393520 | 0.238690 | 1.673300 | -8.554700 | 0.361840 | 1.541200 | 1.128700 | 0.606480 | 0.018311 | 0.035374 | 1996.600000 | 47.660000 | 0.934740 | 0.402170 | 1.394500 | 0.586730 | 4.673100 | 0.150510 | 71.816000 | 5.082400 | 0.638450 | 2.053000 | 8.396800 | 0.040852 | 88.187000 | 40.526000 | 0.010867 | 11245.000000 | 0.114050 | 0.004758 | 0.885950 | 0.064338 | 7.658400 | 9.006500 | 4.999100 |
| 4667 | -0.092494 | 0.166050 | 0.301940 | 2.818400 | 37.589000 | -0.233580 | 5.010700 | 0.946920 | 0.832040 | -0.500530 | -0.016858 | -1868.700000 | 16.528000 | 0.843570 | -0.224390 | -0.460120 | 0.567560 | 3.433200 | -0.017793 | 29.830000 | 12.236000 | -0.563010 | 1.953400 | 2.021350 | -0.127520 | 49.278000 | 32.749000 | -1.061600 | 818.660000 | -0.056054 | -0.111170 | 1.056100 | 0.000000 | 22.083000 | 11.145000 | 3.616500 |
| 7926 | -0.097401 | 0.682030 | -0.153510 | 0.731490 | -58.021000 | -0.089164 | 0.428740 | 0.945390 | 0.292410 | -0.164260 | -0.017913 | -8583.500000 | 24.778000 | 0.881550 | -0.080708 | -0.514660 | -0.263860 | 4.467600 | 0.420980 | 121.850000 | 2.995600 | -0.129230 | 1.665800 | 2.794600 | -0.965050 | 93.698000 | 68.921000 | -0.886180 | -4506.000000 | -0.057769 | -0.333090 | 1.057800 | 0.377270 | 14.731000 | 5.295900 | 2.782900 |
| 14700 | -0.098708 | 0.249717 | 0.502716 | 7.707278 | 42.130428 | -0.007269 | 3.017686 | 0.709917 | 0.750253 | -1.339160 | -0.139800 | -955.007277 | 116.902787 | 0.736614 | -0.183317 | -1.946295 | 0.871114 | 2.308170 | 0.292509 | 59.099287 | 14.616335 | 4.259553 | 0.996380 | 6.362184 | -0.122799 | 217.314439 | 100.416806 | -0.616754 | 105.735987 | 0.304097 | -0.131181 | 0.542573 | 0.000000 | 3.852891 | 8.870804 | 1.324555 |
df3
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8315 | 0.188090 | 0.743400 | -0.026431 | 0.907610 | -26.687000 | 0.035153 | 0.345180 | 1.730900 | 0.256600 | 0.657490 | 0.109370 | 1433.400000 | 5.301500 | 0.921240 | 0.447670 | 0.000000 | -0.035700 | 3.839600 | 0.414040 | 89.651000 | 4.071400 | 1.56680 | 1.730900 | 0.572640 | 20.496000 | 41.805000 | 36.504000 | 7.481600 | -182.69000 | 0.327100 | 0.733010 | 0.687290 | 1.595900 | 68.849000 | 9.998900 | 2.338000 |
| 11635 | 0.035688 | 0.674926 | -0.366970 | 0.401734 | -111.202982 | -0.325663 | 0.460987 | 1.408126 | 0.301537 | 0.090435 | 0.079135 | 1958.307146 | 30.497688 | 1.953732 | -0.259919 | 1.937487 | -0.475008 | 4.067284 | 0.323395 | 116.933836 | 4.753755 | 1.31777 | 2.617966 | 48.826509 | 0.145394 | 36.257534 | 5.759707 | 0.182947 | -4050.83418 | 0.059994 | 0.133902 | 0.944195 | 0.128471 | 20.006722 | 79.497738 | 3.368299 |
| 5749 | 0.005305 | 0.649870 | 0.071558 | 1.508000 | 62.408000 | 0.000000 | 0.538780 | 0.464160 | 0.350130 | 0.047834 | 0.187000 | 2732.800000 | 8.441000 | 0.615810 | 0.186380 | 1.117400 | 0.090858 | 3.120700 | 1.230400 | 123.060000 | 2.965900 | 0.64286 | 0.464160 | 0.396230 | 0.163030 | 103.320000 | 94.875000 | 0.494210 | 94.49000 | 0.099925 | 0.015151 | 0.985720 | 1.453800 | 43.241000 | 3.847100 | 0.589340 |
| 9182 | 0.101410 | 0.741490 | 0.202670 | 1.279000 | -14.623000 | 0.101410 | 0.311390 | 1.050900 | 0.230900 | 0.175400 | 0.041990 | 1965.300000 | 33.115000 | 1.142900 | 0.127420 | 0.128413 | 2.858900 | 4.729200 | 0.164530 | 84.960000 | 4.296100 | 0.19214 | 3.308300 | 41.950000 | 0.159570 | 77.430000 | 44.314000 | 0.340820 | 10864.00000 | 0.048412 | 0.439200 | 0.951590 | 0.065202 | 11.022000 | 8.236600 | 46.264000 |
| 8958 | 0.041600 | 0.935310 | -0.085520 | 0.907070 | -73.703000 | -0.231480 | 0.069259 | 1.559200 | 0.064779 | 0.036353 | 0.026243 | 8343.500000 | 47.657000 | 0.905963 | 0.033454 | 0.947010 | -0.517510 | 3.890800 | 0.574200 | 234.510000 | 1.566200 | 1.54100 | 1.601700 | 51.441000 | 0.244190 | 185.000000 | 137.340000 | 0.204350 | -665.00000 | 0.081326 | 0.642180 | 0.899830 | 0.189410 | 7.658900 | 2.657600 | 9.435000 |
df4
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11939 | 0.013952 | 0.644987 | 0.118561 | 1.162301 | -26.581321 | -0.062208 | 0.731903 | 1.994777 | 0.354992 | 0.088101 | 0.050305 | 3673.909570 | 8.815809 | 0.883327 | -0.128368 | -4.162314 | 0.833214 | 2.921679 | 0.485666 | 71.285299 | 5.661386 | 4.052402 | 2.041112 | 1.067879 | 0.234753 | 48.469323 | 39.653784 | 4.190271 | -275.461402 | 0.060853 | 0.120559 | 0.925781 | 1.961232 | 115.611598 | 9.208574 | 7.979389 |
| 14131 | -0.000800 | 0.095479 | 0.904521 | 12.433966 | 375.901750 | -0.512843 | 11.434046 | 1.368930 | 0.904533 | -0.457835 | -0.132689 | -32.723307 | 0.000000 | 0.754229 | 0.208674 | 253.944209 | 22.472492 | 1.841376 | -0.358522 | 37.443758 | 12.618779 | 12.618779 | 1.377830 | 38.837053 | -0.002200 | 357.113921 | 357.113921 | 1.494300 | 81.794565 | 0.666020 | 0.008466 | 0.357946 | 0.000000 | 11.016416 | 1.893885 | 95.587380 |
| 13598 | -0.750114 | 1.277148 | -0.835687 | 0.257226 | -112.432366 | 0.000000 | -0.206496 | 2.216827 | -0.276802 | -0.634148 | -0.291698 | -726.918545 | 12.120774 | 0.708555 | -1.381738 | -18.988300 | -1.422359 | 3.462931 | 0.564512 | 155.422240 | 2.640678 | 2.373940 | 2.352187 | 10.150515 | -0.067494 | 46.791278 | 34.670504 | -20.712560 | -2418.285024 | -0.230533 | 3.697133 | 1.219899 | 0.000000 | 71.351507 | 32.221323 | 3.826462 |
| 9161 | -0.059982 | 0.948115 | -0.168704 | 0.788553 | -65.589968 | -0.087547 | 0.057256 | 1.920494 | 0.051651 | -0.075208 | -0.028514 | -6451.764100 | 38.149754 | 0.635311 | -0.094706 | -1.170609 | -0.407057 | 3.334642 | 0.496071 | 171.363317 | 2.759517 | 2.306905 | 2.179299 | 4.997497 | -1.131808 | 116.542458 | 78.395390 | -0.317475 | -431.682722 | 0.090555 | -1.457589 | 0.836271 | 2.002926 | 10.525645 | 4.933957 | 5.285592 |
| 4688 | -0.007373 | 0.433690 | -0.107200 | 0.752810 | -102.870000 | 0.003390 | 1.253500 | 1.000600 | 0.543640 | -0.018426 | 0.044326 | 4064.100000 | 36.001000 | 1.302800 | 0.010997 | -0.007286 | -0.159170 | 5.439400 | 0.439570 | 180.250000 | 2.025000 | -0.001476 | 0.895640 | 4.227430 | 0.307940 | 97.772000 | 61.771000 | -0.085072 | -29486.000000 | 0.000571 | -0.013563 | 0.999430 | 0.000000 | 10.139000 | 5.908900 | 1.304700 |
df5
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2502 | 0.125820 | 0.789280 | 0.192320 | 1.249600 | -96.482000 | 0.000000 | 0.266980 | 1.551300 | 0.210720 | 0.198550 | 0.106070 | 1750.800000 | 131.170000 | 1.931200 | 0.224340 | 25.330000 | 5.197800 | 4.404800 | 0.372330 | 201.880000 | 1.808000 | 1.765400 | 1.551300 | 32.098167 | 0.157990 | 175.550000 | 44.386000 | 0.225690 | 4884.800000 | 0.101790 | 0.597100 | 0.901790 | 0.000000 | 2.782700 | 8.22340 | 41.926000 |
| 4067 | 0.114800 | 0.349170 | 0.431520 | 2.365200 | 16.053000 | 0.251440 | 1.821000 | 1.135200 | 0.635850 | 0.447290 | 0.133910 | 792.610000 | 115.470000 | 1.062200 | 0.315590 | 1.464400 | 1.709700 | 5.288200 | 0.279540 | 109.070000 | 3.346400 | 0.443600 | 1.219400 | 11.115000 | 0.065859 | 221.520000 | 106.050000 | 0.302210 | 83785.000000 | 0.119130 | 0.180550 | 0.880870 | 0.052030 | 3.160900 | 3.44180 | 4.757600 |
| 4833 | 0.004701 | 0.748720 | 0.070571 | 1.094300 | -34.319000 | 0.012488 | 0.278710 | 1.003700 | 0.208680 | 0.006279 | 0.006119 | 12825.000000 | 41.630000 | 1.168900 | 0.016527 | 0.063958 | 0.390530 | 4.176900 | 0.214500 | 78.762000 | 4.634200 | 0.029640 | 3.502300 | 0.569880 | 0.634430 | 85.422000 | 43.792000 | 0.011835 | 1060.600000 | 0.003678 | 0.022527 | 0.996320 | 0.000000 | 8.767700 | 8.33480 | 19.272000 |
| 5861 | -0.071068 | 0.693273 | -0.037834 | 0.907378 | -151.757376 | 0.043000 | 0.496451 | 0.804988 | 0.306727 | -0.176515 | -0.035684 | -10835.698185 | 117.247571 | 0.744231 | -0.051948 | -4.683453 | -0.059421 | 3.987957 | 1.035958 | 200.791703 | 2.081652 | 1.428913 | 0.808825 | 3.721457 | 2.493325 | 164.103325 | 46.850866 | -0.347029 | -339.669521 | -0.057109 | -0.243140 | 1.098451 | 0.942330 | 4.104427 | 8.02433 | 1.264456 |
| 947 | 0.065428 | 0.515450 | 0.055209 | 1.107200 | -50.069000 | -0.081398 | 0.850630 | 1.079000 | 0.438460 | 0.131690 | 0.091765 | 1740.700000 | 55.563000 | 1.131500 | -0.071983 | 0.815960 | 0.128420 | 5.415200 | 0.351470 | 172.160000 | 2.120200 | 0.172810 | 1.194300 | 688.750000 | 0.131010 | 138.360000 | 82.798000 | 0.364900 | 14363.000000 | 0.073196 | 0.149220 | 0.926800 | 0.001294 | 6.569100 | 4.40830 | 2.739800 |
models = {
'XGBoost':XGBClassifier(eta = 0.3,objective = 'binary:logistic'),
'Logistic Regression':LogisticRegression(fit_intercept = False, multi_class = 'auto', penalty = 'l1', solver = 'liblinear', warm_start = True),
'Random Forest':RandomForestClassifier(warm_start= True, criterion= 'entropy',n_estimators = 500),
'Ada Boost' : AdaBoostClassifier(algorithm = 'SAMME.R'),
'LightGBM' : LGBMClassifier(boosting = 'goss',importance_type = 'split')
}
Scores = []
for model_name,mp in models.items():
start = time.time()
y_pred_list = []
Accuracy = []
sum = 0
for i in range(5):
clf = mp.fit(X_train_list[i],y_train_list[i])
for i in range(5):
y_pred_list.append(clf.predict(X_test_list[i]))
for i in range(5):
Accuracy.append(balanced_accuracy_score(y_test_list[i],y_pred_list[i]))
sum += Accuracy[i]
Scores.append({
'Model':model_name,
'Mean Score':sum/5,
'Time Taken':(time.time()-start)
})
best = pd.DataFrame(Scores)
best.sort_values('Mean Score',ascending = False)
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
warn("Warm-start fitting without increasing n_estimators does not "
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
warn("Warm-start fitting without increasing n_estimators does not "
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
warn("Warm-start fitting without increasing n_estimators does not "
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
warn("Warm-start fitting without increasing n_estimators does not "
[LightGBM] [Warning] boosting is set=goss, boosting_type=gbdt will be ignored. Current value: boosting=goss
| Model | Mean Score | Time Taken | |
|---|---|---|---|
| 0 | XGBoost | 0.839312 | 5.507453 |
| 4 | LightGBM | 0.833771 | 0.678102 |
| 3 | Ada Boost | 0.781290 | 9.742814 |
| 2 | Random Forest | 0.742382 | 24.229840 |
| 1 | Logistic Regression | 0.679614 | 2.737078 |
xgb = XGBClassifier(eta = 0.3,objective = 'binary:logistic')
for i in range(5):
xgb.fit(X_train_list[i],y_train_list[i])
y_pred_list = []
for i in range(5):
y_pred_list.append(xgb.predict(X_test_list[i]))
sum = 0
def CM(i):
confusion = pd.crosstab(y_test_list[i-1],y_pred_list[i-1],rownames=['Actual'], colnames=['Predicted'])
sns.heatmap(confusion,annot = True,fmt = '.5g')
plt.show()
TN,FP,FN,TP = confusion_matrix(y_test_list[i-1],y_pred_list[i-1]).ravel()
accuracy = (TP+TN)/(TP+TN+FP+FN)
recall = TP/(TP+FN)
precision = TP/(TP+FP)
specificity = TN/(TN+FP)
F1_score = (2*recall*precision)/(recall+precision)
print("Accuracy is {}".format(accuracy))
print("Precision is {}".format(precision))
print("Recall is {}".format(recall))
print("Specificity is {}".format(specificity))
print("F1 Score is {}".format(F1_score))
return accuracy
for i in range(1,6):
print("For Year : {}".format(i))
sum += CM(i)
print("----------------------------------------------------------")
print("\nAverage Accuracy is {}".format(sum/5))
For Year : 1
Accuracy is 0.7935404742436631 Precision is 0.9512820512820512 Recall is 0.6137303556658396 Specificity is 0.9692805173807599 F1 Score is 0.7461035696329814 ---------------------------------------------------------- For Year : 2
Accuracy is 0.7937608318890814 Precision is 0.8668138337012509 Recall is 0.6884862653419053 Specificity is 0.8966304968589377 F1 Score is 0.7674267100977198 ---------------------------------------------------------- For Year : 3
Accuracy is 0.8124293785310734 Precision is 0.8991596638655462 Recall is 0.7117516629711752 Specificity is 0.9170506912442397 F1 Score is 0.7945544554455446 ---------------------------------------------------------- For Year : 4
Accuracy is 0.820872749465975 Precision is 0.9166666666666666 Recall is 0.7006802721088435 Specificity is 0.9379518072289157 F1 Score is 0.7942516649141255 ---------------------------------------------------------- For Year : 5
Accuracy is 0.978894472361809 Precision is 0.969785575048733 Recall is 0.989065606361829 Specificity is 0.9684959349593496 F1 Score is 0.9793307086614174 ---------------------------------------------------------- Average Accuracy is 0.8398995812983203
#Plotting ROC AUC curve
for i in range(5):
y_pred_proba = xgb.predict_proba(X_test_list[i])[::,1]
fpr,tpr,_ = metrics.roc_curve(y_test_list[i],y_pred_proba)
auc = metrics.roc_auc_score(y_test_list[i],y_pred_proba)
plt.figure(figsize = (7,5))
plt.plot(fpr,tpr,label = "AUC = "+str(auc))
plt.ylabel('True Positive Rate')
plt.xlabel('False Positive Rate')
plt.title("For Year "+str(i+1),fontweight = 'bold',fontsize = 15)
plt.legend(loc = 4)
plt.show()
print("----------------------------------------------------------")
print()
----------------------------------------------------------
----------------------------------------------------------
----------------------------------------------------------
----------------------------------------------------------
----------------------------------------------------------
#Plotting Precision Recall curve
for i in range(5):
y_pred_proba = xgb.predict_proba(X_test_list[i])[::,1]
precision,recall,_ = metrics.precision_recall_curve(y_test_list[i],y_pred_proba)
plt.figure(figsize = (7,5))
plt.plot(recall,precision)
plt.ylabel('Precision')
plt.xlabel('Recall')
plt.title("For Year "+str(i+1),fontweight = 'bold',fontsize = 15)
plt.show()
print("----------------------------------------------------------")
print()
----------------------------------------------------------
----------------------------------------------------------
----------------------------------------------------------
----------------------------------------------------------
----------------------------------------------------------
Metric_list = {
'Year' : [],
'Accuracy' : [],
'Sensitivity' : [],
'Precision' : [],
'Specificity' : [],
'F1 Score' : []
}
for i in range(5):
TN,FP,FN,TP = confusion_matrix(y_test_list[i],y_pred_list[i]).ravel()
accuracy = (TP+TN)/(TP+TN+FP+FN)
recall = TP/(TP+FN)
precision = TP/(TP+FP)
specificity = TN/(TN+FP)
F1_score = (2*recall*precision)/(recall+precision)
Metric_list['Year'].append(i+1)
Metric_list['Accuracy'].append(accuracy*100)
Metric_list['Sensitivity'].append(recall*100)
Metric_list['Precision'].append(precision*100)
Metric_list['Specificity'].append(specificity*100)
Metric_list['F1 Score'].append(F1_score*100)
Metric = pd.DataFrame(Metric_list)
Metric['Accuracy'] = Metric['Accuracy'].round(decimals = 2)
Metric['Sensitivity'] = Metric['Sensitivity'].round(decimals = 2)
Metric['Precision'] = Metric['Precision'].round(decimals = 2)
Metric['Specificity'] = Metric['Specificity'].round(decimals = 2)
Metric['F1 Score'] = Metric['F1 Score'].round(decimals = 2)
Metric.head()
| Year | Accuracy | Sensitivity | Precision | Specificity | F1 Score | |
|---|---|---|---|---|---|---|
| 0 | 1 | 79.35 | 61.37 | 95.13 | 96.93 | 74.61 |
| 1 | 2 | 79.38 | 68.85 | 86.68 | 89.66 | 76.74 |
| 2 | 3 | 81.24 | 71.18 | 89.92 | 91.71 | 79.46 |
| 3 | 4 | 82.09 | 70.07 | 91.67 | 93.80 | 79.43 |
| 4 | 5 | 97.89 | 98.91 | 96.98 | 96.85 | 97.93 |
def addlabels(x,y):
for i in range(len(x)):
plt.text(i+1,y[i]+1,y[i],ha = 'center',fontsize = 11)
def plots(x):
plt.figure(figsize = (10,5))
plt.bar(Metric.Year,Metric[x],edgecolor = 'black',color = 'orange')
addlabels(Metric.Year,Metric[x])
plt.xlabel('Year',fontweight = 'bold')
plt.ylabel('Values',fontweight = 'bold')
plt.title("For "+x,fontweight = 'bold',fontsize = 15)
plt.show()
for i in range(1,6):
print(plots(Metric.columns[i]))
print("-----------------------------------------------------------------------------")
print()
None -----------------------------------------------------------------------------
None -----------------------------------------------------------------------------
None -----------------------------------------------------------------------------
None -----------------------------------------------------------------------------
None -----------------------------------------------------------------------------
df_list = [df_1,df_2,df_3,df_4,df_5]
for i in range(5):
sort = xgb.feature_importances_.argsort()
plt.figure(figsize = (10,10))
plt.barh(df_list[i].columns[sort], xgb.feature_importances_[sort])
plt.ylabel("Feature Importance")
plt.title("For Year "+str(i+1),fontsize = 15)
# Weights assigned to each column
ordered_corr_feature = {}
for i in range(len(df_list[0].columns[sort])):
if df_list[0].columns[sort][35-i]!='Y':
ordered_corr_feature[df_list[0].columns[sort][35-i]] = (36-i)/100
print(ordered_corr_feature)
{'X24': 0.36, 'X5': 0.35, 'X9': 0.34, 'X20': 0.33, 'X37': 0.32, 'X45': 0.31, 'X61': 0.3, 'X33': 0.29, 'X60': 0.28, 'X58': 0.27, 'X43': 0.26, 'X15': 0.25, 'X13': 0.24, 'X55': 0.23, 'X21': 0.22, 'X30': 0.21, 'X8': 0.2, 'X59': 0.19, 'X27': 0.18, 'X2': 0.17, 'X36': 0.16, 'X34': 0.15, 'X57': 0.14, 'X44': 0.13, 'X29': 0.12, 'X3': 0.11, 'X12': 0.1, 'X6': 0.09, 'X1': 0.07, 'X32': 0.06, 'X56': 0.05, 'X28': 0.04, 'X4': 0.03, 'X41': 0.02, 'X10': 0.01}
df_list = [df_1,df_2,df_3,df_4,df_5]
pos_count = {}
neg_count = {}
for i in range(5):
c = find_correlation(df_list[i])
for k,v in c['Y'].items():
if v>=0 and v!=1:
if k not in pos_count:
pos_count[k] = 1
elif k in pos_count:
pos_count[k] += 1
if v<0:
if k not in neg_count:
neg_count[k] = 1
elif k in neg_count:
neg_count[k] += 1
pos_all = []
neg_all = []
for k,v in pos_count.items():
if v>=3:
pos_all.append(k)
for k,v in neg_count.items():
if v>=3:
neg_all.append(k)
print("Positively Correlated Features are :-\n",pos_all)
print("\n\nNegatively Correlated Features are :-\n",neg_all)
Positively Correlated Features are :- ['X2', 'X9', 'X15', 'X30', 'X32', 'X36', 'X58', 'X59', 'X61', 'X64', 'X20', 'X43'] Negatively Correlated Features are :- ['X1', 'X3', 'X4', 'X5', 'X6', 'X8', 'X10', 'X12', 'X13', 'X21', 'X24', 'X27', 'X28', 'X29', 'X33', 'X34', 'X37', 'X41', 'X44', 'X45', 'X55', 'X56', 'X57', 'X60']
o= {
'X1':[-0.102097],'X2':[0.403595],'X3':[-0.070295],'X4':[0.745744],'X5':[-21.164521],'X6':[0.0],
'X8':[1.702828],'X9':[1.746321],'X10':[0.596849],'X12':[-0.285562],'X13':[-0.058566],'X15':[-1434.408728],
'X20':[8.727083],'X21':[1.007958],'X24':[-0.061341],'X27':[-6.029714],'X28':[-0.076228],'X29':[3.192527],
'X30':[0.216027],'X32':[77.536626],'X33':[5.828647],'X34':[5.265031],'X36':[1.872401],'X37':[5.756834],
'X41':[-0.097177],'X43':[53.261665],'X44':[44.534402],'X45':[-2.619874],'X55':[-63.029123],'X56':[0.05399],
'X57':[-0.197046],'X58':[0.884513],'X59':[0.10286],'X60':[42.709518],'X61':[11.613202],'X64':[2.598716],
}
os = {
'Y':[1.0]
}
trial_original = pd.DataFrame(o)
ans_original = pd.DataFrame(os)
display(trial_original)
display(ans_original)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.102097 | 0.403595 | -0.070295 | 0.745744 | -21.164521 | 0.0 | 1.702828 | 1.746321 | 0.596849 | -0.285562 | -0.058566 | -1434.408728 | 8.727083 | 1.007958 | -0.061341 | -6.029714 | -0.076228 | 3.192527 | 0.216027 | 77.536626 | 5.828647 | 5.265031 | 1.872401 | 5.756834 | -0.097177 | 53.261665 | 44.534402 | -2.619874 | -63.029123 | 0.05399 | -0.197046 | 0.884513 | 0.10286 | 42.709518 | 11.613202 | 2.598716 |
| Y | |
|---|---|
| 0 | 1.0 |
t3= {
'X1':[-0.102097],'X2':[0.403595],'X3':[-0.070295],'X4':[0.745744],'X5':[-21.164521],'X6':[0.0],
'X8':[1.702828],'X9':[1.746321],'X10':[0.596849],'X12':[-0.285562],'X13':[-0.058566],'X15':[-1434.408728],
'X20':[8.727083],'X21':[1.007958],'X24':[-0.061341],'X27':[-6.029714],'X28':[-0.076228],'X29':[3.192527],
'X30':[0.216027],'X32':[77.536626],'X33':[5.828647],'X34':[5.265031],'X36':[1.872401],'X37':[5.756834],
'X41':[-0.097177],'X43':[53.261665],'X44':[44.534402],'X45':[-2.619874],'X55':[-63.029123],'X56':[0.05399],
'X57':[-0.197046],'X58':[0.884513],'X59':[0.10286],'X60':[42.709518],'X61':[11.613202],'X64':[2.598716],
}
ts3 = {
'Y':[1.0]
}
trial3 = pd.DataFrame(t3)
ans3 = pd.DataFrame(ts3)
display(trial3)
display(ans3)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.102097 | 0.403595 | -0.070295 | 0.745744 | -21.164521 | 0.0 | 1.702828 | 1.746321 | 0.596849 | -0.285562 | -0.058566 | -1434.408728 | 8.727083 | 1.007958 | -0.061341 | -6.029714 | -0.076228 | 3.192527 | 0.216027 | 77.536626 | 5.828647 | 5.265031 | 1.872401 | 5.756834 | -0.097177 | 53.261665 | 44.534402 | -2.619874 | -63.029123 | 0.05399 | -0.197046 | 0.884513 | 0.10286 | 42.709518 | 11.613202 | 2.598716 |
| Y | |
|---|---|
| 0 | 1.0 |
t4= {
'X1':[-0.102097],'X2':[0.403595],'X3':[-0.070295],'X4':[0.745744],'X5':[-21.164521],'X6':[0.0],
'X8':[1.702828],'X9':[1.746321],'X10':[0.596849],'X12':[-0.285562],'X13':[-0.058566],'X15':[-1434.408728],
'X20':[8.727083],'X21':[1.007958],'X24':[-0.061341],'X27':[-6.029714],'X28':[-0.076228],'X29':[3.192527],
'X30':[0.216027],'X32':[77.536626],'X33':[5.828647],'X34':[5.265031],'X36':[1.872401],'X37':[5.756834],
'X41':[-0.097177],'X43':[53.261665],'X44':[44.534402],'X45':[-2.619874],'X55':[-63.029123],'X56':[0.05399],
'X57':[-0.197046],'X58':[0.884513],'X59':[0.10286],'X60':[42.709518],'X61':[11.613202],'X64':[2.598716],
}
ts4 = {
'Y':[1.0]
}
trial4 = pd.DataFrame(t4)
ans4 = pd.DataFrame(ts4)
display(trial4)
display(ans4)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.102097 | 0.403595 | -0.070295 | 0.745744 | -21.164521 | 0.0 | 1.702828 | 1.746321 | 0.596849 | -0.285562 | -0.058566 | -1434.408728 | 8.727083 | 1.007958 | -0.061341 | -6.029714 | -0.076228 | 3.192527 | 0.216027 | 77.536626 | 5.828647 | 5.265031 | 1.872401 | 5.756834 | -0.097177 | 53.261665 | 44.534402 | -2.619874 | -63.029123 | 0.05399 | -0.197046 | 0.884513 | 0.10286 | 42.709518 | 11.613202 | 2.598716 |
| Y | |
|---|---|
| 0 | 1.0 |
print("Predicted Class :",xgb.predict(trial_original)[0])
print("Probability of it belonging to 1 class :",xgb.predict_proba(trial_original)[0][1])
print("Probability of it belonging to 0 class :",xgb.predict_proba(trial_original)[0][0])
Predicted Class : 1 Probability of it belonging to 1 class : 0.9997768 Probability of it belonging to 0 class : 0.0002232194
#Using All Columns
pos_all = ['X2','X9','X30','X32','X36','X58','X59','X61','X64','X20','X15','X43']
neg_all = ['X1','X3','X4','X5','X6','X8','X10','X12','X13','X21','X24','X27','X28','X29','X33','X34','X37','X41','X44','X45','X55','X56','X57','X60']
prob = {
'Iterations':[],
'Probability':[]
}
i = 0
print("Initial probability :",xgb.predict_proba(trial3)[0][0])
while(xgb.predict_proba(trial3)[0][0]<=0.73):
for col,weight in ordered_corr_feature.items():
if col in pos_all:
trial3[col].values[0] -= 0.01*weight
elif col in neg_all:
trial3[col].values[0] += 0.01*weight
i = i+1
prob['Iterations'].append(i)
prob['Probability'].append(xgb.predict_proba(trial3)[0][0])
print("After iteration {} probability is {}".format(i,xgb.predict_proba(trial3)[0][0]))
print("\nNew predicted class is ",xgb.predict(trial3)[0])
all_with_weight = pd.DataFrame(prob)
Initial probability : 0.0002232194 After iteration 1 probability is 0.00013947486877441406 After iteration 2 probability is 0.00012254714965820312 After iteration 3 probability is 0.00011849403381347656 After iteration 4 probability is 0.00011801719665527344 After iteration 5 probability is 0.00011801719665527344 After iteration 6 probability is 0.00011801719665527344 After iteration 7 probability is 0.00011801719665527344 After iteration 8 probability is 0.0001577138900756836 After iteration 9 probability is 0.0001577138900756836 After iteration 10 probability is 0.0001652240753173828 After iteration 11 probability is 0.0001652240753173828 After iteration 12 probability is 0.0001652240753173828 After iteration 13 probability is 0.0001652240753173828 After iteration 14 probability is 0.0001652240753173828 After iteration 15 probability is 0.0001652240753173828 After iteration 16 probability is 0.00013113021850585938 After iteration 17 probability is 0.00013113021850585938 After iteration 18 probability is 0.00011074542999267578 After iteration 19 probability is 0.00019627809524536133 After iteration 20 probability is 0.00019627809524536133 After iteration 21 probability is 0.0002452731132507324 After iteration 22 probability is 0.0003300905227661133 After iteration 23 probability is 0.0005090236663818359 After iteration 24 probability is 0.0005090236663818359 After iteration 25 probability is 0.0005090236663818359 After iteration 26 probability is 0.0005090236663818359 After iteration 27 probability is 0.0005090236663818359 After iteration 28 probability is 0.00036597251892089844 After iteration 29 probability is 0.00036597251892089844 After iteration 30 probability is 0.00036597251892089844 After iteration 31 probability is 0.00036597251892089844 After iteration 32 probability is 0.00036597251892089844 After iteration 33 probability is 0.00036597251892089844 After iteration 34 probability is 0.00036597251892089844 After iteration 35 probability is 0.00036597251892089844 After iteration 36 probability is 0.0005002021789550781 After iteration 37 probability is 0.0005002021789550781 After iteration 38 probability is 0.0005002021789550781 After iteration 39 probability is 0.000573277473449707 After iteration 40 probability is 0.0008391141891479492 After iteration 41 probability is 0.0008391141891479492 After iteration 42 probability is 0.0014995336532592773 After iteration 43 probability is 0.0014995336532592773 After iteration 44 probability is 0.0014995336532592773 After iteration 45 probability is 0.0014995336532592773 After iteration 46 probability is 0.0015175938606262207 After iteration 47 probability is 0.0015175938606262207 After iteration 48 probability is 0.0015175938606262207 After iteration 49 probability is 0.0015175938606262207 After iteration 50 probability is 0.0015784502029418945 After iteration 51 probability is 0.0015784502029418945 After iteration 52 probability is 0.002049386501312256 After iteration 53 probability is 0.002953946590423584 After iteration 54 probability is 0.002953946590423584 After iteration 55 probability is 0.0049727559089660645 After iteration 56 probability is 0.0049727559089660645 After iteration 57 probability is 0.010255038738250732 After iteration 58 probability is 0.007207989692687988 After iteration 59 probability is 0.008012175559997559 After iteration 60 probability is 0.008012175559997559 After iteration 61 probability is 0.008012175559997559 After iteration 62 probability is 0.008012175559997559 After iteration 63 probability is 0.008012175559997559 After iteration 64 probability is 0.008012175559997559 After iteration 65 probability is 0.008012175559997559 After iteration 66 probability is 0.011015534400939941 After iteration 67 probability is 0.011015534400939941 After iteration 68 probability is 0.011015534400939941 After iteration 69 probability is 0.011015534400939941 After iteration 70 probability is 0.014614880084991455 After iteration 71 probability is 0.014614880084991455 After iteration 72 probability is 0.014614880084991455 After iteration 73 probability is 0.013245165348052979 After iteration 74 probability is 0.013245165348052979 After iteration 75 probability is 0.01598125696182251 After iteration 76 probability is 0.01598125696182251 After iteration 77 probability is 0.01598125696182251 After iteration 78 probability is 0.01978766918182373 After iteration 79 probability is 0.016511261463165283 After iteration 80 probability is 0.016511261463165283 After iteration 81 probability is 0.016511261463165283 After iteration 82 probability is 0.016511261463165283 After iteration 83 probability is 0.016511261463165283 After iteration 84 probability is 0.012199997901916504 After iteration 85 probability is 0.012199997901916504 After iteration 86 probability is 0.012199997901916504 After iteration 87 probability is 0.012199997901916504 After iteration 88 probability is 0.012199997901916504 After iteration 89 probability is 0.012199997901916504 After iteration 90 probability is 0.012199997901916504 After iteration 91 probability is 0.012199997901916504 After iteration 92 probability is 0.012199997901916504 After iteration 93 probability is 0.014461874961853027 After iteration 94 probability is 0.014461874961853027 After iteration 95 probability is 0.014461874961853027 After iteration 96 probability is 0.014461874961853027 After iteration 97 probability is 0.014012157917022705 After iteration 98 probability is 0.014012157917022705 After iteration 99 probability is 0.014012157917022705 After iteration 100 probability is 0.014012157917022705 After iteration 101 probability is 0.011515021324157715 After iteration 102 probability is 0.01662808656692505 After iteration 103 probability is 0.01662808656692505 After iteration 104 probability is 0.01662808656692505 After iteration 105 probability is 0.01662808656692505 After iteration 106 probability is 0.01662808656692505 After iteration 107 probability is 0.01662808656692505 After iteration 108 probability is 0.01662808656692505 After iteration 109 probability is 0.01662808656692505 After iteration 110 probability is 0.01662808656692505 After iteration 111 probability is 0.01411902904510498 After iteration 112 probability is 0.012356281280517578 After iteration 113 probability is 0.012356281280517578 After iteration 114 probability is 0.012356281280517578 After iteration 115 probability is 0.012356281280517578 After iteration 116 probability is 0.012356281280517578 After iteration 117 probability is 0.012356281280517578 After iteration 118 probability is 0.012356281280517578 After iteration 119 probability is 0.012356281280517578 After iteration 120 probability is 0.012356281280517578 After iteration 121 probability is 0.012356281280517578 After iteration 122 probability is 0.012356281280517578 After iteration 123 probability is 0.010680198669433594 After iteration 124 probability is 0.010680198669433594 After iteration 125 probability is 0.010680198669433594 After iteration 126 probability is 0.010680198669433594 After iteration 127 probability is 0.010680198669433594 After iteration 128 probability is 0.010680198669433594 After iteration 129 probability is 0.010680198669433594 After iteration 130 probability is 0.010680198669433594 After iteration 131 probability is 0.010680198669433594 After iteration 132 probability is 0.010680198669433594 After iteration 133 probability is 0.010680198669433594 After iteration 134 probability is 0.010680198669433594 After iteration 135 probability is 0.010680198669433594 After iteration 136 probability is 0.010680198669433594 After iteration 137 probability is 0.010680198669433594 After iteration 138 probability is 0.010680198669433594 After iteration 139 probability is 0.010680198669433594 After iteration 140 probability is 0.010680198669433594 After iteration 141 probability is 0.010680198669433594 After iteration 142 probability is 0.010680198669433594 After iteration 143 probability is 0.010680198669433594 After iteration 144 probability is 0.010680198669433594 After iteration 145 probability is 0.010680198669433594 After iteration 146 probability is 0.010680198669433594 After iteration 147 probability is 0.010680198669433594 After iteration 148 probability is 0.010680198669433594 After iteration 149 probability is 0.010680198669433594 After iteration 150 probability is 0.010680198669433594 After iteration 151 probability is 0.010680198669433594 After iteration 152 probability is 0.010680198669433594 After iteration 153 probability is 0.010680198669433594 After iteration 154 probability is 0.008310973644256592 After iteration 155 probability is 0.008310973644256592 After iteration 156 probability is 0.008310973644256592 After iteration 157 probability is 0.008310973644256592 After iteration 158 probability is 0.008310973644256592 After iteration 159 probability is 0.008310973644256592 After iteration 160 probability is 0.008310973644256592 After iteration 161 probability is 0.008310973644256592 After iteration 162 probability is 0.008310973644256592 After iteration 163 probability is 0.008310973644256592 After iteration 164 probability is 0.008310973644256592 After iteration 165 probability is 0.005404174327850342 After iteration 166 probability is 0.005404174327850342 After iteration 167 probability is 0.005404174327850342 After iteration 168 probability is 0.005404174327850342 After iteration 169 probability is 0.007141590118408203 After iteration 170 probability is 0.010152280330657959 After iteration 171 probability is 0.010152280330657959 After iteration 172 probability is 0.010152280330657959 After iteration 173 probability is 0.010152280330657959 After iteration 174 probability is 0.010152280330657959 After iteration 175 probability is 0.010152280330657959 After iteration 176 probability is 0.010152280330657959 After iteration 177 probability is 0.010152280330657959 After iteration 178 probability is 0.010152280330657959 After iteration 179 probability is 0.010152280330657959 After iteration 180 probability is 0.010152280330657959 After iteration 181 probability is 0.010152280330657959 After iteration 182 probability is 0.010152280330657959 After iteration 183 probability is 0.010152280330657959 After iteration 184 probability is 0.010152280330657959 After iteration 185 probability is 0.010152280330657959 After iteration 186 probability is 0.010152280330657959 After iteration 187 probability is 0.010152280330657959 After iteration 188 probability is 0.010152280330657959 After iteration 189 probability is 0.010152280330657959 After iteration 190 probability is 0.010152280330657959 After iteration 191 probability is 0.010152280330657959 After iteration 192 probability is 0.010152280330657959 After iteration 193 probability is 0.010152280330657959 After iteration 194 probability is 0.010152280330657959 After iteration 195 probability is 0.010152280330657959 After iteration 196 probability is 0.010152280330657959 After iteration 197 probability is 0.010152280330657959 After iteration 198 probability is 0.010152280330657959 After iteration 199 probability is 0.010152280330657959 After iteration 200 probability is 0.010152280330657959 After iteration 201 probability is 0.010152280330657959 After iteration 202 probability is 0.011093974113464355 After iteration 203 probability is 0.011093974113464355 After iteration 204 probability is 0.011093974113464355 After iteration 205 probability is 0.011093974113464355 After iteration 206 probability is 0.011093974113464355 After iteration 207 probability is 0.011093974113464355 After iteration 208 probability is 0.011093974113464355 After iteration 209 probability is 0.011093974113464355 After iteration 210 probability is 0.011093974113464355 After iteration 211 probability is 0.011093974113464355 After iteration 212 probability is 0.011093974113464355 After iteration 213 probability is 0.011093974113464355 After iteration 214 probability is 0.011093974113464355 After iteration 215 probability is 0.011093974113464355 After iteration 216 probability is 0.011093974113464355 After iteration 217 probability is 0.016060471534729004 After iteration 218 probability is 0.016060471534729004 After iteration 219 probability is 0.016060471534729004 After iteration 220 probability is 0.016060471534729004 After iteration 221 probability is 0.016060471534729004 After iteration 222 probability is 0.016060471534729004 After iteration 223 probability is 0.016060471534729004 After iteration 224 probability is 0.016060471534729004 After iteration 225 probability is 0.016060471534729004 After iteration 226 probability is 0.016060471534729004 After iteration 227 probability is 0.016060471534729004 After iteration 228 probability is 0.016060471534729004 After iteration 229 probability is 0.016060471534729004 After iteration 230 probability is 0.016060471534729004 After iteration 231 probability is 0.016060471534729004 After iteration 232 probability is 0.015776097774505615 After iteration 233 probability is 0.015776097774505615 After iteration 234 probability is 0.015776097774505615 After iteration 235 probability is 0.015776097774505615 After iteration 236 probability is 0.015776097774505615 After iteration 237 probability is 0.015776097774505615 After iteration 238 probability is 0.015776097774505615 After iteration 239 probability is 0.019699037075042725 After iteration 240 probability is 0.019699037075042725 After iteration 241 probability is 0.019699037075042725 After iteration 242 probability is 0.06154215335845947 After iteration 243 probability is 0.06154215335845947 After iteration 244 probability is 0.10967135429382324 After iteration 245 probability is 0.10967135429382324 After iteration 246 probability is 0.10967135429382324 After iteration 247 probability is 0.10967135429382324 After iteration 248 probability is 0.10967135429382324 After iteration 249 probability is 0.10967135429382324 After iteration 250 probability is 0.12931567430496216 After iteration 251 probability is 0.12931567430496216 After iteration 252 probability is 0.12931567430496216 After iteration 253 probability is 0.12931567430496216 After iteration 254 probability is 0.16071981191635132 After iteration 255 probability is 0.16071981191635132 After iteration 256 probability is 0.1963137984275818 After iteration 257 probability is 0.22678077220916748 After iteration 258 probability is 0.22678077220916748 After iteration 259 probability is 0.22678077220916748 After iteration 260 probability is 0.22678077220916748 After iteration 261 probability is 0.22678077220916748 After iteration 262 probability is 0.22678077220916748 After iteration 263 probability is 0.26496946811676025 After iteration 264 probability is 0.26496946811676025 After iteration 265 probability is 0.26496946811676025 After iteration 266 probability is 0.26496946811676025 After iteration 267 probability is 0.26496946811676025 After iteration 268 probability is 0.26496946811676025 After iteration 269 probability is 0.26496946811676025 After iteration 270 probability is 0.2503206729888916 After iteration 271 probability is 0.2503206729888916 After iteration 272 probability is 0.2503206729888916 After iteration 273 probability is 0.2503206729888916 After iteration 274 probability is 0.2853659987449646 After iteration 275 probability is 0.2853659987449646 After iteration 276 probability is 0.2853659987449646 After iteration 277 probability is 0.32893240451812744 After iteration 278 probability is 0.32893240451812744 After iteration 279 probability is 0.32893240451812744 After iteration 280 probability is 0.2864229083061218 After iteration 281 probability is 0.2864229083061218 After iteration 282 probability is 0.2864229083061218 After iteration 283 probability is 0.2864229083061218 After iteration 284 probability is 0.2864229083061218 After iteration 285 probability is 0.2864229083061218 After iteration 286 probability is 0.2864229083061218 After iteration 287 probability is 0.2864229083061218 After iteration 288 probability is 0.2864229083061218 After iteration 289 probability is 0.2864229083061218 After iteration 290 probability is 0.25029754638671875 After iteration 291 probability is 0.25029754638671875 After iteration 292 probability is 0.25029754638671875 After iteration 293 probability is 0.25092679262161255 After iteration 294 probability is 0.25092679262161255 After iteration 295 probability is 0.25092679262161255 After iteration 296 probability is 0.25092679262161255 After iteration 297 probability is 0.25092679262161255 After iteration 298 probability is 0.25092679262161255 After iteration 299 probability is 0.2858395576477051 After iteration 300 probability is 0.2858395576477051 After iteration 301 probability is 0.2858395576477051 After iteration 302 probability is 0.2858395576477051 After iteration 303 probability is 0.2858395576477051 After iteration 304 probability is 0.2858395576477051 After iteration 305 probability is 0.2858395576477051 After iteration 306 probability is 0.2858395576477051 After iteration 307 probability is 0.2858395576477051 After iteration 308 probability is 0.2858395576477051 After iteration 309 probability is 0.2858395576477051 After iteration 310 probability is 0.2858395576477051 After iteration 311 probability is 0.2858395576477051 After iteration 312 probability is 0.2858395576477051 After iteration 313 probability is 0.2858395576477051 After iteration 314 probability is 0.2858395576477051 After iteration 315 probability is 0.2858395576477051 After iteration 316 probability is 0.2858395576477051 After iteration 317 probability is 0.2858395576477051 After iteration 318 probability is 0.2858395576477051 After iteration 319 probability is 0.2858395576477051 After iteration 320 probability is 0.2858395576477051 After iteration 321 probability is 0.2858395576477051 After iteration 322 probability is 0.2858395576477051 After iteration 323 probability is 0.2858395576477051 After iteration 324 probability is 0.2858395576477051 After iteration 325 probability is 0.2858395576477051 After iteration 326 probability is 0.2858395576477051 After iteration 327 probability is 0.2858395576477051 After iteration 328 probability is 0.2858395576477051 After iteration 329 probability is 0.2858395576477051 After iteration 330 probability is 0.2858395576477051 After iteration 331 probability is 0.2858395576477051 After iteration 332 probability is 0.2858395576477051 After iteration 333 probability is 0.2858395576477051 After iteration 334 probability is 0.2858395576477051 After iteration 335 probability is 0.2858395576477051 After iteration 336 probability is 0.2858395576477051 After iteration 337 probability is 0.2858395576477051 After iteration 338 probability is 0.2858395576477051 After iteration 339 probability is 0.2858395576477051 After iteration 340 probability is 0.2858395576477051 After iteration 341 probability is 0.2858395576477051 After iteration 342 probability is 0.2858395576477051 After iteration 343 probability is 0.2858395576477051 After iteration 344 probability is 0.2858395576477051 After iteration 345 probability is 0.2858395576477051 After iteration 346 probability is 0.2858395576477051 After iteration 347 probability is 0.2858395576477051 After iteration 348 probability is 0.2858395576477051 After iteration 349 probability is 0.2858395576477051 After iteration 350 probability is 0.2858395576477051 After iteration 351 probability is 0.2858395576477051 After iteration 352 probability is 0.2858395576477051 After iteration 353 probability is 0.2858395576477051 After iteration 354 probability is 0.2858395576477051 After iteration 355 probability is 0.2858395576477051 After iteration 356 probability is 0.2914202809333801 After iteration 357 probability is 0.2914202809333801 After iteration 358 probability is 0.2914202809333801 After iteration 359 probability is 0.2914202809333801 After iteration 360 probability is 0.2914202809333801 After iteration 361 probability is 0.2914202809333801 After iteration 362 probability is 0.2914202809333801 After iteration 363 probability is 0.2914202809333801 After iteration 364 probability is 0.2914202809333801 After iteration 365 probability is 0.2914202809333801 After iteration 366 probability is 0.2914202809333801 After iteration 367 probability is 0.2914202809333801 After iteration 368 probability is 0.2914202809333801 After iteration 369 probability is 0.2914202809333801 After iteration 370 probability is 0.2914202809333801 After iteration 371 probability is 0.2914202809333801 After iteration 372 probability is 0.2914202809333801 After iteration 373 probability is 0.2914202809333801 After iteration 374 probability is 0.2914202809333801 After iteration 375 probability is 0.2914202809333801 After iteration 376 probability is 0.2914202809333801 After iteration 377 probability is 0.2914202809333801 After iteration 378 probability is 0.2914202809333801 After iteration 379 probability is 0.2914202809333801 After iteration 380 probability is 0.2914202809333801 After iteration 381 probability is 0.2914202809333801 After iteration 382 probability is 0.2914202809333801 After iteration 383 probability is 0.2914202809333801 After iteration 384 probability is 0.2914202809333801 After iteration 385 probability is 0.3141266107559204 After iteration 386 probability is 0.3141266107559204 After iteration 387 probability is 0.3141266107559204 After iteration 388 probability is 0.3141266107559204 After iteration 389 probability is 0.3141266107559204 After iteration 390 probability is 0.3141266107559204 After iteration 391 probability is 0.3141266107559204 After iteration 392 probability is 0.3141266107559204 After iteration 393 probability is 0.3696308732032776 After iteration 394 probability is 0.3696308732032776 After iteration 395 probability is 0.44373929500579834 After iteration 396 probability is 0.44373929500579834 After iteration 397 probability is 0.42494475841522217 After iteration 398 probability is 0.42494475841522217 After iteration 399 probability is 0.42494475841522217 After iteration 400 probability is 0.4675127863883972 After iteration 401 probability is 0.4675127863883972 After iteration 402 probability is 0.4675127863883972 After iteration 403 probability is 0.4675127863883972 After iteration 404 probability is 0.4675127863883972 After iteration 405 probability is 0.4675127863883972 After iteration 406 probability is 0.42305636405944824 After iteration 407 probability is 0.42305636405944824 After iteration 408 probability is 0.42305636405944824 After iteration 409 probability is 0.42305636405944824 After iteration 410 probability is 0.42305636405944824 After iteration 411 probability is 0.42305636405944824 After iteration 412 probability is 0.42305636405944824 After iteration 413 probability is 0.4813907742500305 After iteration 414 probability is 0.4813907742500305 After iteration 415 probability is 0.4813907742500305 After iteration 416 probability is 0.4813907742500305 After iteration 417 probability is 0.4813907742500305 After iteration 418 probability is 0.4813907742500305 After iteration 419 probability is 0.4813907742500305 After iteration 420 probability is 0.4813907742500305 After iteration 421 probability is 0.4813907742500305 After iteration 422 probability is 0.4813907742500305 After iteration 423 probability is 0.4813907742500305 After iteration 424 probability is 0.4813907742500305 After iteration 425 probability is 0.4813907742500305 After iteration 426 probability is 0.4813907742500305 After iteration 427 probability is 0.4813907742500305 After iteration 428 probability is 0.4813907742500305 After iteration 429 probability is 0.4813907742500305 After iteration 430 probability is 0.4813907742500305 After iteration 431 probability is 0.4813907742500305 After iteration 432 probability is 0.4813907742500305 After iteration 433 probability is 0.4813907742500305 After iteration 434 probability is 0.4813907742500305 After iteration 435 probability is 0.4813907742500305 After iteration 436 probability is 0.4813907742500305 After iteration 437 probability is 0.4813907742500305 After iteration 438 probability is 0.4813907742500305 After iteration 439 probability is 0.4813907742500305 After iteration 440 probability is 0.5406861901283264 After iteration 441 probability is 0.5406861901283264 After iteration 442 probability is 0.5406861901283264 After iteration 443 probability is 0.5406861901283264 After iteration 444 probability is 0.5406861901283264 After iteration 445 probability is 0.5406861901283264 After iteration 446 probability is 0.5406861901283264 After iteration 447 probability is 0.5406861901283264 After iteration 448 probability is 0.5406861901283264 After iteration 449 probability is 0.5406861901283264 After iteration 450 probability is 0.5406861901283264 After iteration 451 probability is 0.5406861901283264 After iteration 452 probability is 0.5406861901283264 After iteration 453 probability is 0.5406861901283264 After iteration 454 probability is 0.5406861901283264 After iteration 455 probability is 0.5406861901283264 After iteration 456 probability is 0.5406861901283264 After iteration 457 probability is 0.5406861901283264 After iteration 458 probability is 0.5406861901283264 After iteration 459 probability is 0.5406861901283264 After iteration 460 probability is 0.5406861901283264 After iteration 461 probability is 0.5406861901283264 After iteration 462 probability is 0.5406861901283264 After iteration 463 probability is 0.5406861901283264 After iteration 464 probability is 0.5406861901283264 After iteration 465 probability is 0.5406861901283264 After iteration 466 probability is 0.5406861901283264 After iteration 467 probability is 0.5406861901283264 After iteration 468 probability is 0.5406861901283264 After iteration 469 probability is 0.5406861901283264 After iteration 470 probability is 0.5406861901283264 After iteration 471 probability is 0.5406861901283264 After iteration 472 probability is 0.5406861901283264 After iteration 473 probability is 0.5406861901283264 After iteration 474 probability is 0.5406861901283264 After iteration 475 probability is 0.5406861901283264 After iteration 476 probability is 0.5406861901283264 After iteration 477 probability is 0.5406861901283264 After iteration 478 probability is 0.5959954261779785 After iteration 479 probability is 0.5959954261779785 After iteration 480 probability is 0.5959954261779785 After iteration 481 probability is 0.5959954261779785 After iteration 482 probability is 0.5822964310646057 After iteration 483 probability is 0.5822964310646057 After iteration 484 probability is 0.5822964310646057 After iteration 485 probability is 0.5822964310646057 After iteration 486 probability is 0.8129364252090454 New predicted class is 0
print("Recommended Changes for All Columns:\n")
for col in ordered_corr_feature.keys():
if trial3[col][0]<trial_original[col][0]:
print("Decrease {} by {} : {} ----> {}".format(col,(trial_original[col][0]-trial3[col][0]).round(4),trial_original[col][0].round(4),trial3[col][0].round(4)))
elif trial3[col][0]>trial_original[col][0]:
print("Increase {} by {} : {} ----> {}".format(col,(trial3[col][0]-trial_original[col][0]).round(4),trial_original[col][0].round(4),trial3[col][0].round(4)))
Recommended Changes for All Columns: Increase X24 by 1.7496 : -0.0613 ----> 1.6883 Increase X5 by 1.701 : -21.1645 ----> -19.4635 Decrease X9 by 1.6524 : 1.7463 ----> 0.0939 Decrease X20 by 1.6038 : 8.7271 ----> 7.1233 Increase X37 by 1.5552 : 5.7568 ----> 7.312 Increase X45 by 1.5066 : -2.6199 ----> -1.1133 Decrease X61 by 1.458 : 11.6132 ----> 10.1552 Increase X33 by 1.4094 : 5.8286 ----> 7.238 Increase X60 by 1.3608 : 42.7095 ----> 44.0703 Decrease X58 by 1.3122 : 0.8845 ----> -0.4277 Decrease X43 by 1.2636 : 53.2617 ----> 51.9981 Decrease X15 by 1.215 : -1434.4087 ----> -1435.6237 Increase X13 by 1.1664 : -0.0586 ----> 1.1078 Increase X55 by 1.1178 : -63.0291 ----> -61.9113 Increase X21 by 1.0692 : 1.008 ----> 2.0772 Decrease X30 by 1.0206 : 0.216 ----> -0.8046 Increase X8 by 0.972 : 1.7028 ----> 2.6748 Decrease X59 by 0.9234 : 0.1029 ----> -0.8205 Increase X27 by 0.8748 : -6.0297 ----> -5.1549 Decrease X2 by 0.8262 : 0.4036 ----> -0.4226 Decrease X36 by 0.7776 : 1.8724 ----> 1.0948 Increase X34 by 0.729 : 5.265 ----> 5.994 Increase X57 by 0.6804 : -0.197 ----> 0.4834 Increase X44 by 0.6318 : 44.5344 ----> 45.1662 Increase X29 by 0.5832 : 3.1925 ----> 3.7757 Increase X3 by 0.5346 : -0.0703 ----> 0.4643 Increase X12 by 0.486 : -0.2856 ----> 0.2004 Increase X6 by 0.4374 : 0.0 ----> 0.4374 Increase X1 by 0.3402 : -0.1021 ----> 0.2381 Decrease X32 by 0.2916 : 77.5366 ----> 77.245 Increase X56 by 0.243 : 0.054 ----> 0.297 Increase X28 by 0.1944 : -0.0762 ----> 0.1182 Increase X4 by 0.1458 : 0.7457 ----> 0.8915 Increase X41 by 0.0972 : -0.0972 ----> 0.0 Increase X10 by 0.0486 : 0.5968 ----> 0.6454
#Using Specific Columns
specific = dict(list(ordered_corr_feature.items())[:20])
prob = {
'Iterations':[],
'Probability':[]
}
i = 0
print("Initial probability :",xgb.predict_proba(trial4)[0][0])
while(xgb.predict_proba(trial4)[0][0]<=0.73):
for col,weight in specific.items():
if col in pos_all:
trial4[col].values[0] -= 0.01*weight
elif col in neg_all:
trial4[col].values[0] += 0.01*weight
i = i+1
prob['Iterations'].append(i)
prob['Probability'].append(xgb.predict_proba(trial4)[0][0])
print("After iteration {} probability is {}".format(i,xgb.predict_proba(trial4)[0][0]))
print("\nNew predicted class is ",xgb.predict(trial4)[0])
specific_with_weight = pd.DataFrame(prob)
Initial probability : 0.0002232194 After iteration 1 probability is 0.0002232193946838379 After iteration 2 probability is 0.0002232193946838379 After iteration 3 probability is 0.0002232193946838379 After iteration 4 probability is 0.00022214651107788086 After iteration 5 probability is 0.00022214651107788086 After iteration 6 probability is 0.00022214651107788086 After iteration 7 probability is 0.00022214651107788086 After iteration 8 probability is 0.00029712915420532227 After iteration 9 probability is 0.00029712915420532227 After iteration 10 probability is 0.00031113624572753906 After iteration 11 probability is 0.00031113624572753906 After iteration 12 probability is 0.00031113624572753906 After iteration 13 probability is 0.00031113624572753906 After iteration 14 probability is 0.00031113624572753906 After iteration 15 probability is 0.00031113624572753906 After iteration 16 probability is 0.00024694204330444336 After iteration 17 probability is 0.00024694204330444336 After iteration 18 probability is 0.00020843744277954102 After iteration 19 probability is 0.00026875734329223633 After iteration 20 probability is 0.00026875734329223633 After iteration 21 probability is 0.0003355741500854492 After iteration 22 probability is 0.00045174360275268555 After iteration 23 probability is 0.00045174360275268555 After iteration 24 probability is 0.00045174360275268555 After iteration 25 probability is 0.00045174360275268555 After iteration 26 probability is 0.00045174360275268555 After iteration 27 probability is 0.00045174360275268555 After iteration 28 probability is 0.0003247261047363281 After iteration 29 probability is 0.0003247261047363281 After iteration 30 probability is 0.0003247261047363281 After iteration 31 probability is 0.0003247261047363281 After iteration 32 probability is 0.0003247261047363281 After iteration 33 probability is 0.0003247261047363281 After iteration 34 probability is 0.0003247261047363281 After iteration 35 probability is 0.0003247261047363281 After iteration 36 probability is 0.00040215253829956055 After iteration 37 probability is 0.00040215253829956055 After iteration 38 probability is 0.00040215253829956055 After iteration 39 probability is 0.00043398141860961914 After iteration 40 probability is 0.00043398141860961914 After iteration 41 probability is 0.00043398141860961914 After iteration 42 probability is 0.0005548596382141113 After iteration 43 probability is 0.0005548596382141113 After iteration 44 probability is 0.0005548596382141113 After iteration 45 probability is 0.0005548596382141113 After iteration 46 probability is 0.0005615353584289551 After iteration 47 probability is 0.0005615353584289551 After iteration 48 probability is 0.0005615353584289551 After iteration 49 probability is 0.0005615353584289551 After iteration 50 probability is 0.0005615353584289551 After iteration 51 probability is 0.0005615353584289551 After iteration 52 probability is 0.0009402632713317871 After iteration 53 probability is 0.0013560652732849121 After iteration 54 probability is 0.0012087225914001465 After iteration 55 probability is 0.0022218823432922363 After iteration 56 probability is 0.0022218823432922363 After iteration 57 probability is 0.0026041269302368164 After iteration 58 probability is 0.001826167106628418 After iteration 59 probability is 0.0020311474800109863 After iteration 60 probability is 0.0020311474800109863 After iteration 61 probability is 0.0020311474800109863 After iteration 62 probability is 0.0020311474800109863 After iteration 63 probability is 0.0020311474800109863 After iteration 64 probability is 0.0020311474800109863 After iteration 65 probability is 0.0020311474800109863 After iteration 66 probability is 0.002798795700073242 After iteration 67 probability is 0.002798795700073242 After iteration 68 probability is 0.002798795700073242 After iteration 69 probability is 0.002798795700073242 After iteration 70 probability is 0.0037235617637634277 After iteration 71 probability is 0.0037235617637634277 After iteration 72 probability is 0.0037235617637634277 After iteration 73 probability is 0.0027241110801696777 After iteration 74 probability is 0.0027241110801696777 After iteration 75 probability is 0.0027241110801696777 After iteration 76 probability is 0.0027241110801696777 After iteration 77 probability is 0.0027241110801696777 After iteration 78 probability is 0.003383815288543701 After iteration 79 probability is 0.003383815288543701 After iteration 80 probability is 0.003383815288543701 After iteration 81 probability is 0.003383815288543701 After iteration 82 probability is 0.003383815288543701 After iteration 83 probability is 0.003383815288543701 After iteration 84 probability is 0.003383815288543701 After iteration 85 probability is 0.003383815288543701 After iteration 86 probability is 0.003383815288543701 After iteration 87 probability is 0.003383815288543701 After iteration 88 probability is 0.003383815288543701 After iteration 89 probability is 0.003383815288543701 After iteration 90 probability is 0.003383815288543701 After iteration 91 probability is 0.003383815288543701 After iteration 92 probability is 0.003383815288543701 After iteration 93 probability is 0.004017829895019531 After iteration 94 probability is 0.004017829895019531 After iteration 95 probability is 0.004017829895019531 After iteration 96 probability is 0.004017829895019531 After iteration 97 probability is 0.0038915276527404785 After iteration 98 probability is 0.0038915276527404785 After iteration 99 probability is 0.0038915276527404785 After iteration 100 probability is 0.0038915276527404785 After iteration 101 probability is 0.0031921863555908203 After iteration 102 probability is 0.0031921863555908203 After iteration 103 probability is 0.0031921863555908203 After iteration 104 probability is 0.0031921863555908203 After iteration 105 probability is 0.0031921863555908203 After iteration 106 probability is 0.0031921863555908203 After iteration 107 probability is 0.0031921863555908203 After iteration 108 probability is 0.0031921863555908203 After iteration 109 probability is 0.0031921863555908203 After iteration 110 probability is 0.0031921863555908203 After iteration 111 probability is 0.0032709836959838867 After iteration 112 probability is 0.0032709836959838867 After iteration 113 probability is 0.0032709836959838867 After iteration 114 probability is 0.0032709836959838867 After iteration 115 probability is 0.0032709836959838867 After iteration 116 probability is 0.0032709836959838867 After iteration 117 probability is 0.0032709836959838867 After iteration 118 probability is 0.0032709836959838867 After iteration 119 probability is 0.0032709836959838867 After iteration 120 probability is 0.0032709836959838867 After iteration 121 probability is 0.0032709836959838867 After iteration 122 probability is 0.0032709836959838867 After iteration 123 probability is 0.0028237104415893555 After iteration 124 probability is 0.0028237104415893555 After iteration 125 probability is 0.0028237104415893555 After iteration 126 probability is 0.0028237104415893555 After iteration 127 probability is 0.0028237104415893555 After iteration 128 probability is 0.0028237104415893555 After iteration 129 probability is 0.0028237104415893555 After iteration 130 probability is 0.0028237104415893555 After iteration 131 probability is 0.0028237104415893555 After iteration 132 probability is 0.0028237104415893555 After iteration 133 probability is 0.0028237104415893555 After iteration 134 probability is 0.0028237104415893555 After iteration 135 probability is 0.0028237104415893555 After iteration 136 probability is 0.0028237104415893555 After iteration 137 probability is 0.0028237104415893555 After iteration 138 probability is 0.0028237104415893555 After iteration 139 probability is 0.0028237104415893555 After iteration 140 probability is 0.0028237104415893555 After iteration 141 probability is 0.0028237104415893555 After iteration 142 probability is 0.0028237104415893555 After iteration 143 probability is 0.0028237104415893555 After iteration 144 probability is 0.0028237104415893555 After iteration 145 probability is 0.0028237104415893555 After iteration 146 probability is 0.0028237104415893555 After iteration 147 probability is 0.0028237104415893555 After iteration 148 probability is 0.0028237104415893555 After iteration 149 probability is 0.0028237104415893555 After iteration 150 probability is 0.0028237104415893555 After iteration 151 probability is 0.0028237104415893555 After iteration 152 probability is 0.0028237104415893555 After iteration 153 probability is 0.0028237104415893555 After iteration 154 probability is 0.0021935105323791504 After iteration 155 probability is 0.0021935105323791504 After iteration 156 probability is 0.0021935105323791504 After iteration 157 probability is 0.0021935105323791504 After iteration 158 probability is 0.0021935105323791504 After iteration 159 probability is 0.0021935105323791504 After iteration 160 probability is 0.0021935105323791504 After iteration 161 probability is 0.0021935105323791504 After iteration 162 probability is 0.0021935105323791504 After iteration 163 probability is 0.0021935105323791504 After iteration 164 probability is 0.0021935105323791504 After iteration 165 probability is 0.0014232397079467773 After iteration 166 probability is 0.0014232397079467773 After iteration 167 probability is 0.0014232397079467773 After iteration 168 probability is 0.0014232397079467773 After iteration 169 probability is 0.0018831491470336914 After iteration 170 probability is 0.002683103084564209 After iteration 171 probability is 0.002683103084564209 After iteration 172 probability is 0.002683103084564209 After iteration 173 probability is 0.002683103084564209 After iteration 174 probability is 0.002683103084564209 After iteration 175 probability is 0.002683103084564209 After iteration 176 probability is 0.002683103084564209 After iteration 177 probability is 0.002683103084564209 After iteration 178 probability is 0.002683103084564209 After iteration 179 probability is 0.002683103084564209 After iteration 180 probability is 0.002683103084564209 After iteration 181 probability is 0.002683103084564209 After iteration 182 probability is 0.002683103084564209 After iteration 183 probability is 0.002683103084564209 After iteration 184 probability is 0.002683103084564209 After iteration 185 probability is 0.002683103084564209 After iteration 186 probability is 0.002683103084564209 After iteration 187 probability is 0.002683103084564209 After iteration 188 probability is 0.002683103084564209 After iteration 189 probability is 0.002683103084564209 After iteration 190 probability is 0.002683103084564209 After iteration 191 probability is 0.002683103084564209 After iteration 192 probability is 0.002683103084564209 After iteration 193 probability is 0.002683103084564209 After iteration 194 probability is 0.002683103084564209 After iteration 195 probability is 0.002683103084564209 After iteration 196 probability is 0.002683103084564209 After iteration 197 probability is 0.002683103084564209 After iteration 198 probability is 0.002683103084564209 After iteration 199 probability is 0.002683103084564209 After iteration 200 probability is 0.002683103084564209 After iteration 201 probability is 0.002683103084564209 After iteration 202 probability is 0.002683103084564209 After iteration 203 probability is 0.002683103084564209 After iteration 204 probability is 0.002683103084564209 After iteration 205 probability is 0.002683103084564209 After iteration 206 probability is 0.002683103084564209 After iteration 207 probability is 0.002683103084564209 After iteration 208 probability is 0.002683103084564209 After iteration 209 probability is 0.002683103084564209 After iteration 210 probability is 0.002683103084564209 After iteration 211 probability is 0.002683103084564209 After iteration 212 probability is 0.002683103084564209 After iteration 213 probability is 0.002683103084564209 After iteration 214 probability is 0.002683103084564209 After iteration 215 probability is 0.002683103084564209 After iteration 216 probability is 0.002683103084564209 After iteration 217 probability is 0.002683103084564209 After iteration 218 probability is 0.002683103084564209 After iteration 219 probability is 0.002683103084564209 After iteration 220 probability is 0.002683103084564209 After iteration 221 probability is 0.002683103084564209 After iteration 222 probability is 0.002683103084564209 After iteration 223 probability is 0.002683103084564209 After iteration 224 probability is 0.002683103084564209 After iteration 225 probability is 0.002683103084564209 After iteration 226 probability is 0.002683103084564209 After iteration 227 probability is 0.002683103084564209 After iteration 228 probability is 0.002683103084564209 After iteration 229 probability is 0.002683103084564209 After iteration 230 probability is 0.002683103084564209 After iteration 231 probability is 0.002683103084564209 After iteration 232 probability is 0.002683103084564209 After iteration 233 probability is 0.002683103084564209 After iteration 234 probability is 0.002683103084564209 After iteration 235 probability is 0.002683103084564209 After iteration 236 probability is 0.002683103084564209 After iteration 237 probability is 0.002683103084564209 After iteration 238 probability is 0.002683103084564209 After iteration 239 probability is 0.0027970075607299805 After iteration 240 probability is 0.0027970075607299805 After iteration 241 probability is 0.0027970075607299805 After iteration 242 probability is 0.0027970075607299805 After iteration 243 probability is 0.0027970075607299805 After iteration 244 probability is 0.0027970075607299805 After iteration 245 probability is 0.0027970075607299805 After iteration 246 probability is 0.0027970075607299805 After iteration 247 probability is 0.0027970075607299805 After iteration 248 probability is 0.0027970075607299805 After iteration 249 probability is 0.0027970075607299805 After iteration 250 probability is 0.0033705830574035645 After iteration 251 probability is 0.0033705830574035645 After iteration 252 probability is 0.0033705830574035645 After iteration 253 probability is 0.0033705830574035645 After iteration 254 probability is 0.0033705830574035645 After iteration 255 probability is 0.0033705830574035645 After iteration 256 probability is 0.0033705830574035645 After iteration 257 probability is 0.003875911235809326 After iteration 258 probability is 0.003875911235809326 After iteration 259 probability is 0.003875911235809326 After iteration 260 probability is 0.003875911235809326 After iteration 261 probability is 0.003875911235809326 After iteration 262 probability is 0.003875911235809326 After iteration 263 probability is 0.003875911235809326 After iteration 264 probability is 0.003875911235809326 After iteration 265 probability is 0.003875911235809326 After iteration 266 probability is 0.003875911235809326 After iteration 267 probability is 0.003875911235809326 After iteration 268 probability is 0.003875911235809326 After iteration 269 probability is 0.003875911235809326 After iteration 270 probability is 0.003875911235809326 After iteration 271 probability is 0.003875911235809326 After iteration 272 probability is 0.003875911235809326 After iteration 273 probability is 0.003875911235809326 After iteration 274 probability is 0.004548847675323486 After iteration 275 probability is 0.004548847675323486 After iteration 276 probability is 0.004548847675323486 After iteration 277 probability is 0.004548847675323486 After iteration 278 probability is 0.004548847675323486 After iteration 279 probability is 0.004548847675323486 After iteration 280 probability is 0.004578292369842529 After iteration 281 probability is 0.004578292369842529 After iteration 282 probability is 0.004578292369842529 After iteration 283 probability is 0.004578292369842529 After iteration 284 probability is 0.004578292369842529 After iteration 285 probability is 0.004578292369842529 After iteration 286 probability is 0.004578292369842529 After iteration 287 probability is 0.004578292369842529 After iteration 288 probability is 0.004578292369842529 After iteration 289 probability is 0.004578292369842529 After iteration 290 probability is 0.004578292369842529 After iteration 291 probability is 0.004578292369842529 After iteration 292 probability is 0.004578292369842529 After iteration 293 probability is 0.004593491554260254 After iteration 294 probability is 0.004593491554260254 After iteration 295 probability is 0.004593491554260254 After iteration 296 probability is 0.004593491554260254 After iteration 297 probability is 0.004593491554260254 After iteration 298 probability is 0.004593491554260254 After iteration 299 probability is 0.005483567714691162 After iteration 300 probability is 0.005483567714691162 After iteration 301 probability is 0.005483567714691162 After iteration 302 probability is 0.005483567714691162 After iteration 303 probability is 0.005483567714691162 After iteration 304 probability is 0.005483567714691162 After iteration 305 probability is 0.005483567714691162 After iteration 306 probability is 0.005483567714691162 After iteration 307 probability is 0.005483567714691162 After iteration 308 probability is 0.005483567714691162 After iteration 309 probability is 0.005483567714691162 After iteration 310 probability is 0.005483567714691162 After iteration 311 probability is 0.005483567714691162 After iteration 312 probability is 0.005483567714691162 After iteration 313 probability is 0.005483567714691162 After iteration 314 probability is 0.005483567714691162 After iteration 315 probability is 0.005483567714691162 After iteration 316 probability is 0.005483567714691162 After iteration 317 probability is 0.005483567714691162 After iteration 318 probability is 0.005483567714691162 After iteration 319 probability is 0.005483567714691162 After iteration 320 probability is 0.005483567714691162 After iteration 321 probability is 0.005483567714691162 After iteration 322 probability is 0.005483567714691162 After iteration 323 probability is 0.005483567714691162 After iteration 324 probability is 0.005483567714691162 After iteration 325 probability is 0.005483567714691162 After iteration 326 probability is 0.005483567714691162 After iteration 327 probability is 0.005483567714691162 After iteration 328 probability is 0.005483567714691162 After iteration 329 probability is 0.005483567714691162 After iteration 330 probability is 0.005483567714691162 After iteration 331 probability is 0.005483567714691162 After iteration 332 probability is 0.005483567714691162 After iteration 333 probability is 0.005483567714691162 After iteration 334 probability is 0.005483567714691162 After iteration 335 probability is 0.005483567714691162 After iteration 336 probability is 0.005483567714691162 After iteration 337 probability is 0.005483567714691162 After iteration 338 probability is 0.005483567714691162 After iteration 339 probability is 0.005483567714691162 After iteration 340 probability is 0.005483567714691162 After iteration 341 probability is 0.005483567714691162 After iteration 342 probability is 0.005483567714691162 After iteration 343 probability is 0.005483567714691162 After iteration 344 probability is 0.005483567714691162 After iteration 345 probability is 0.005483567714691162 After iteration 346 probability is 0.005483567714691162 After iteration 347 probability is 0.005483567714691162 After iteration 348 probability is 0.005483567714691162 After iteration 349 probability is 0.005483567714691162 After iteration 350 probability is 0.005483567714691162 After iteration 351 probability is 0.005483567714691162 After iteration 352 probability is 0.005483567714691162 After iteration 353 probability is 0.005483567714691162 After iteration 354 probability is 0.005483567714691162 After iteration 355 probability is 0.005483567714691162 After iteration 356 probability is 0.005483567714691162 After iteration 357 probability is 0.005483567714691162 After iteration 358 probability is 0.005483567714691162 After iteration 359 probability is 0.005483567714691162 After iteration 360 probability is 0.005483567714691162 After iteration 361 probability is 0.005483567714691162 After iteration 362 probability is 0.005483567714691162 After iteration 363 probability is 0.005483567714691162 After iteration 364 probability is 0.005483567714691162 After iteration 365 probability is 0.005483567714691162 After iteration 366 probability is 0.005483567714691162 After iteration 367 probability is 0.005483567714691162 After iteration 368 probability is 0.005483567714691162 After iteration 369 probability is 0.005483567714691162 After iteration 370 probability is 0.005483567714691162 After iteration 371 probability is 0.005483567714691162 After iteration 372 probability is 0.005483567714691162 After iteration 373 probability is 0.005483567714691162 After iteration 374 probability is 0.005483567714691162 After iteration 375 probability is 0.005483567714691162 After iteration 376 probability is 0.005483567714691162 After iteration 377 probability is 0.005483567714691162 After iteration 378 probability is 0.005483567714691162 After iteration 379 probability is 0.005483567714691162 After iteration 380 probability is 0.005483567714691162 After iteration 381 probability is 0.005483567714691162 After iteration 382 probability is 0.005483567714691162 After iteration 383 probability is 0.005483567714691162 After iteration 384 probability is 0.005483567714691162 After iteration 385 probability is 0.005483567714691162 After iteration 386 probability is 0.005483567714691162 After iteration 387 probability is 0.005483567714691162 After iteration 388 probability is 0.005483567714691162 After iteration 389 probability is 0.005483567714691162 After iteration 390 probability is 0.005483567714691162 After iteration 391 probability is 0.005483567714691162 After iteration 392 probability is 0.005483567714691162 After iteration 393 probability is 0.005483567714691162 After iteration 394 probability is 0.005483567714691162 After iteration 395 probability is 0.005483567714691162 After iteration 396 probability is 0.005483567714691162 After iteration 397 probability is 0.005483567714691162 After iteration 398 probability is 0.005483567714691162 After iteration 399 probability is 0.005483567714691162 After iteration 400 probability is 0.0065084099769592285 After iteration 401 probability is 0.0065084099769592285 After iteration 402 probability is 0.0065084099769592285 After iteration 403 probability is 0.0065084099769592285 After iteration 404 probability is 0.0065084099769592285 After iteration 405 probability is 0.0065084099769592285 After iteration 406 probability is 0.0065084099769592285 After iteration 407 probability is 0.0065084099769592285 After iteration 408 probability is 0.0065084099769592285 After iteration 409 probability is 0.0065084099769592285 After iteration 410 probability is 0.0065084099769592285 After iteration 411 probability is 0.0065084099769592285 After iteration 412 probability is 0.0065084099769592285 After iteration 413 probability is 0.0065084099769592285 After iteration 414 probability is 0.0065084099769592285 After iteration 415 probability is 0.0065084099769592285 After iteration 416 probability is 0.0065084099769592285 After iteration 417 probability is 0.0065084099769592285 After iteration 418 probability is 0.0065084099769592285 After iteration 419 probability is 0.0065084099769592285 After iteration 420 probability is 0.0065084099769592285 After iteration 421 probability is 0.0065084099769592285 After iteration 422 probability is 0.0065084099769592285 After iteration 423 probability is 0.0065084099769592285 After iteration 424 probability is 0.0065084099769592285 After iteration 425 probability is 0.0065084099769592285 After iteration 426 probability is 0.0065084099769592285 After iteration 427 probability is 0.0065084099769592285 After iteration 428 probability is 0.0065084099769592285 After iteration 429 probability is 0.0065084099769592285 After iteration 430 probability is 0.0065084099769592285 After iteration 431 probability is 0.0065084099769592285 After iteration 432 probability is 0.0065084099769592285 After iteration 433 probability is 0.0065084099769592285 After iteration 434 probability is 0.0065084099769592285 After iteration 435 probability is 0.0065084099769592285 After iteration 436 probability is 0.0065084099769592285 After iteration 437 probability is 0.0065084099769592285 After iteration 438 probability is 0.0065084099769592285 After iteration 439 probability is 0.0065084099769592285 After iteration 440 probability is 0.0065084099769592285 After iteration 441 probability is 0.0065084099769592285 After iteration 442 probability is 0.0065084099769592285 After iteration 443 probability is 0.0065084099769592285 After iteration 444 probability is 0.0065084099769592285 After iteration 445 probability is 0.0065084099769592285 After iteration 446 probability is 0.0065084099769592285 After iteration 447 probability is 0.0065084099769592285 After iteration 448 probability is 0.0065084099769592285 After iteration 449 probability is 0.0065084099769592285 After iteration 450 probability is 0.0065084099769592285 After iteration 451 probability is 0.0065084099769592285 After iteration 452 probability is 0.0065084099769592285 After iteration 453 probability is 0.0065084099769592285 After iteration 454 probability is 0.0065084099769592285 After iteration 455 probability is 0.0065084099769592285 After iteration 456 probability is 0.0065084099769592285 After iteration 457 probability is 0.0065084099769592285 After iteration 458 probability is 0.0065084099769592285 After iteration 459 probability is 0.0065084099769592285 After iteration 460 probability is 0.0065084099769592285 After iteration 461 probability is 0.0065084099769592285 After iteration 462 probability is 0.0065084099769592285 After iteration 463 probability is 0.0065084099769592285 After iteration 464 probability is 0.0065084099769592285 After iteration 465 probability is 0.0065084099769592285 After iteration 466 probability is 0.0065084099769592285 After iteration 467 probability is 0.0065084099769592285 After iteration 468 probability is 0.0065084099769592285 After iteration 469 probability is 0.0065084099769592285 After iteration 470 probability is 0.0065084099769592285 After iteration 471 probability is 0.0065084099769592285 After iteration 472 probability is 0.0065084099769592285 After iteration 473 probability is 0.0065084099769592285 After iteration 474 probability is 0.0065084099769592285 After iteration 475 probability is 0.0065084099769592285 After iteration 476 probability is 0.0065084099769592285 After iteration 477 probability is 0.0065084099769592285 After iteration 478 probability is 0.0065084099769592285 After iteration 479 probability is 0.0065084099769592285 After iteration 480 probability is 0.0065084099769592285 After iteration 481 probability is 0.0065084099769592285 After iteration 482 probability is 0.0065084099769592285 After iteration 483 probability is 0.0065084099769592285 After iteration 484 probability is 0.0065084099769592285 After iteration 485 probability is 0.0065084099769592285 After iteration 486 probability is 0.0065084099769592285 After iteration 487 probability is 0.0065084099769592285 After iteration 488 probability is 0.0065084099769592285 After iteration 489 probability is 0.0077980756759643555 After iteration 490 probability is 0.0077980756759643555 After iteration 491 probability is 0.0077980756759643555 After iteration 492 probability is 0.0077980756759643555 After iteration 493 probability is 0.0077980756759643555 After iteration 494 probability is 0.010805845260620117 After iteration 495 probability is 0.014307618141174316 After iteration 496 probability is 0.014307618141174316 After iteration 497 probability is 0.014307618141174316 After iteration 498 probability is 0.014307618141174316 After iteration 499 probability is 0.014307618141174316 After iteration 500 probability is 0.014307618141174316 After iteration 501 probability is 0.014307618141174316 After iteration 502 probability is 0.014307618141174316 After iteration 503 probability is 0.014307618141174316 After iteration 504 probability is 0.014307618141174316 After iteration 505 probability is 0.014307618141174316 After iteration 506 probability is 0.014307618141174316 After iteration 507 probability is 0.014307618141174316 After iteration 508 probability is 0.014307618141174316 After iteration 509 probability is 0.014307618141174316 After iteration 510 probability is 0.014307618141174316 After iteration 511 probability is 0.014307618141174316 After iteration 512 probability is 0.014307618141174316 After iteration 513 probability is 0.014307618141174316 After iteration 514 probability is 0.014307618141174316 After iteration 515 probability is 0.014307618141174316 After iteration 516 probability is 0.014307618141174316 After iteration 517 probability is 0.014307618141174316 After iteration 518 probability is 0.014307618141174316 After iteration 519 probability is 0.014307618141174316 After iteration 520 probability is 0.014307618141174316 After iteration 521 probability is 0.014307618141174316 After iteration 522 probability is 0.014307618141174316 After iteration 523 probability is 0.014307618141174316 After iteration 524 probability is 0.014307618141174316 After iteration 525 probability is 0.014307618141174316 After iteration 526 probability is 0.014307618141174316 After iteration 527 probability is 0.014307618141174316 After iteration 528 probability is 0.014307618141174316 After iteration 529 probability is 0.02184128761291504 After iteration 530 probability is 0.02184128761291504 After iteration 531 probability is 0.02184128761291504 After iteration 532 probability is 0.02184128761291504 After iteration 533 probability is 0.02184128761291504 After iteration 534 probability is 0.02184128761291504 After iteration 535 probability is 0.02184128761291504 After iteration 536 probability is 0.02184128761291504 After iteration 537 probability is 0.02184128761291504 After iteration 538 probability is 0.02184128761291504 After iteration 539 probability is 0.02184128761291504 After iteration 540 probability is 0.02184128761291504 After iteration 541 probability is 0.02184128761291504 After iteration 542 probability is 0.02184128761291504 After iteration 543 probability is 0.02184128761291504 After iteration 544 probability is 0.02184128761291504 After iteration 545 probability is 0.02184128761291504 After iteration 546 probability is 0.02184128761291504 After iteration 547 probability is 0.02184128761291504 After iteration 548 probability is 0.02184128761291504 After iteration 549 probability is 0.02184128761291504 After iteration 550 probability is 0.02184128761291504 After iteration 551 probability is 0.02184128761291504 After iteration 552 probability is 0.02184128761291504 After iteration 553 probability is 0.02184128761291504 After iteration 554 probability is 0.02184128761291504 After iteration 555 probability is 0.02184128761291504 After iteration 556 probability is 0.02184128761291504 After iteration 557 probability is 0.02184128761291504 After iteration 558 probability is 0.02184128761291504 After iteration 559 probability is 0.02184128761291504 After iteration 560 probability is 0.02184128761291504 After iteration 561 probability is 0.02184128761291504 After iteration 562 probability is 0.02184128761291504 After iteration 563 probability is 0.02184128761291504 After iteration 564 probability is 0.02184128761291504 After iteration 565 probability is 0.02184128761291504 After iteration 566 probability is 0.02184128761291504 After iteration 567 probability is 0.02184128761291504 After iteration 568 probability is 0.02510964870452881 After iteration 569 probability is 0.02510964870452881 After iteration 570 probability is 0.02510964870452881 After iteration 571 probability is 0.02510964870452881 After iteration 572 probability is 0.02510964870452881 After iteration 573 probability is 0.02510964870452881 After iteration 574 probability is 0.02510964870452881 After iteration 575 probability is 0.02510964870452881 After iteration 576 probability is 0.02510964870452881 After iteration 577 probability is 0.02510964870452881 After iteration 578 probability is 0.02510964870452881 After iteration 579 probability is 0.02510964870452881 After iteration 580 probability is 0.02510964870452881 After iteration 581 probability is 0.02510964870452881 After iteration 582 probability is 0.02510964870452881 After iteration 583 probability is 0.02510964870452881 After iteration 584 probability is 0.02510964870452881 After iteration 585 probability is 0.02510964870452881 After iteration 586 probability is 0.02510964870452881 After iteration 587 probability is 0.02510964870452881 After iteration 588 probability is 0.02510964870452881 After iteration 589 probability is 0.02510964870452881 After iteration 590 probability is 0.02510964870452881 After iteration 591 probability is 0.02510964870452881 After iteration 592 probability is 0.02510964870452881 After iteration 593 probability is 0.02510964870452881 After iteration 594 probability is 0.02510964870452881 After iteration 595 probability is 0.02510964870452881 After iteration 596 probability is 0.02510964870452881 After iteration 597 probability is 0.02510964870452881 After iteration 598 probability is 0.02510964870452881 After iteration 599 probability is 0.02510964870452881 After iteration 600 probability is 0.02510964870452881 After iteration 601 probability is 0.02510964870452881 After iteration 602 probability is 0.02510964870452881 After iteration 603 probability is 0.02510964870452881 After iteration 604 probability is 0.02510964870452881 After iteration 605 probability is 0.02510964870452881 After iteration 606 probability is 0.02510964870452881 After iteration 607 probability is 0.02510964870452881 After iteration 608 probability is 0.02510964870452881 After iteration 609 probability is 0.02510964870452881 After iteration 610 probability is 0.02510964870452881 After iteration 611 probability is 0.02510964870452881 After iteration 612 probability is 0.02510964870452881 After iteration 613 probability is 0.02510964870452881 After iteration 614 probability is 0.02510964870452881 After iteration 615 probability is 0.02510964870452881 After iteration 616 probability is 0.02510964870452881 After iteration 617 probability is 0.02510964870452881 After iteration 618 probability is 0.02510964870452881 After iteration 619 probability is 0.02510964870452881 After iteration 620 probability is 0.02510964870452881 After iteration 621 probability is 0.02510964870452881 After iteration 622 probability is 0.02510964870452881 After iteration 623 probability is 0.02510964870452881 After iteration 624 probability is 0.02510964870452881 After iteration 625 probability is 0.02821516990661621 After iteration 626 probability is 0.02821516990661621 After iteration 627 probability is 0.02821516990661621 After iteration 628 probability is 0.02821516990661621 After iteration 629 probability is 0.02821516990661621 After iteration 630 probability is 0.02821516990661621 After iteration 631 probability is 0.02821516990661621 After iteration 632 probability is 0.02821516990661621 After iteration 633 probability is 0.02821516990661621 After iteration 634 probability is 0.02821516990661621 After iteration 635 probability is 0.02821516990661621 After iteration 636 probability is 0.02821516990661621 After iteration 637 probability is 0.02821516990661621 After iteration 638 probability is 0.02821516990661621 After iteration 639 probability is 0.02821516990661621 After iteration 640 probability is 0.02821516990661621 After iteration 641 probability is 0.02821516990661621 After iteration 642 probability is 0.02821516990661621 After iteration 643 probability is 0.02821516990661621 After iteration 644 probability is 0.02821516990661621 After iteration 645 probability is 0.02821516990661621 After iteration 646 probability is 0.02821516990661621 After iteration 647 probability is 0.02821516990661621 After iteration 648 probability is 0.02821516990661621 After iteration 649 probability is 0.02821516990661621 After iteration 650 probability is 0.02821516990661621 After iteration 651 probability is 0.02821516990661621 After iteration 652 probability is 0.02821516990661621 After iteration 653 probability is 0.02821516990661621 After iteration 654 probability is 0.02821516990661621 After iteration 655 probability is 0.02821516990661621 After iteration 656 probability is 0.02821516990661621 After iteration 657 probability is 0.02821516990661621 After iteration 658 probability is 0.02821516990661621 After iteration 659 probability is 0.02821516990661621 After iteration 660 probability is 0.02821516990661621 After iteration 661 probability is 0.02821516990661621 After iteration 662 probability is 0.02821516990661621 After iteration 663 probability is 0.02821516990661621 After iteration 664 probability is 0.02821516990661621 After iteration 665 probability is 0.02821516990661621 After iteration 666 probability is 0.02821516990661621 After iteration 667 probability is 0.02821516990661621 After iteration 668 probability is 0.02821516990661621 After iteration 669 probability is 0.02821516990661621 After iteration 670 probability is 0.02821516990661621 After iteration 671 probability is 0.02821516990661621 After iteration 672 probability is 0.02821516990661621 After iteration 673 probability is 0.02821516990661621 After iteration 674 probability is 0.02821516990661621 After iteration 675 probability is 0.02821516990661621 After iteration 676 probability is 0.02821516990661621 After iteration 677 probability is 0.02821516990661621 After iteration 678 probability is 0.02821516990661621 After iteration 679 probability is 0.02821516990661621 After iteration 680 probability is 0.02821516990661621 After iteration 681 probability is 0.02821516990661621 After iteration 682 probability is 0.02821516990661621 After iteration 683 probability is 0.02821516990661621 After iteration 684 probability is 0.02821516990661621 After iteration 685 probability is 0.02821516990661621 After iteration 686 probability is 0.02821516990661621 After iteration 687 probability is 0.02821516990661621 After iteration 688 probability is 0.02821516990661621 After iteration 689 probability is 0.02821516990661621 After iteration 690 probability is 0.02821516990661621 After iteration 691 probability is 0.02821516990661621 After iteration 692 probability is 0.02821516990661621 After iteration 693 probability is 0.02821516990661621 After iteration 694 probability is 0.02821516990661621 After iteration 695 probability is 0.02821516990661621 After iteration 696 probability is 0.02821516990661621 After iteration 697 probability is 0.02821516990661621 After iteration 698 probability is 0.02821516990661621 After iteration 699 probability is 0.02821516990661621 After iteration 700 probability is 0.02821516990661621 After iteration 701 probability is 0.02821516990661621 After iteration 702 probability is 0.02821516990661621 After iteration 703 probability is 0.02821516990661621 After iteration 704 probability is 0.02821516990661621 After iteration 705 probability is 0.02821516990661621 After iteration 706 probability is 0.02821516990661621 After iteration 707 probability is 0.02821516990661621 After iteration 708 probability is 0.02821516990661621 After iteration 709 probability is 0.02821516990661621 After iteration 710 probability is 0.02821516990661621 After iteration 711 probability is 0.05994921922683716 After iteration 712 probability is 0.05994921922683716 After iteration 713 probability is 0.05994921922683716 After iteration 714 probability is 0.05994921922683716 After iteration 715 probability is 0.05994921922683716 After iteration 716 probability is 0.05994921922683716 After iteration 717 probability is 0.05994921922683716 After iteration 718 probability is 0.05994921922683716 After iteration 719 probability is 0.05994921922683716 After iteration 720 probability is 0.05994921922683716 After iteration 721 probability is 0.05994921922683716 After iteration 722 probability is 0.05994921922683716 After iteration 723 probability is 0.05994921922683716 After iteration 724 probability is 0.05994921922683716 After iteration 725 probability is 0.05994921922683716 After iteration 726 probability is 0.05994921922683716 After iteration 727 probability is 0.05994921922683716 After iteration 728 probability is 0.05994921922683716 After iteration 729 probability is 0.05994921922683716 After iteration 730 probability is 0.05994921922683716 After iteration 731 probability is 0.05994921922683716 After iteration 732 probability is 0.05994921922683716 After iteration 733 probability is 0.05994921922683716 After iteration 734 probability is 0.05994921922683716 After iteration 735 probability is 0.05994921922683716 After iteration 736 probability is 0.05994921922683716 After iteration 737 probability is 0.05994921922683716 After iteration 738 probability is 0.05994921922683716 After iteration 739 probability is 0.05994921922683716 After iteration 740 probability is 0.05994921922683716 After iteration 741 probability is 0.05994921922683716 After iteration 742 probability is 0.05994921922683716 After iteration 743 probability is 0.05994921922683716 After iteration 744 probability is 0.05994921922683716 After iteration 745 probability is 0.05994921922683716 After iteration 746 probability is 0.05994921922683716 After iteration 747 probability is 0.05994921922683716 After iteration 748 probability is 0.05994921922683716 After iteration 749 probability is 0.05994921922683716 After iteration 750 probability is 0.05994921922683716 After iteration 751 probability is 0.05994921922683716 After iteration 752 probability is 0.05994921922683716 After iteration 753 probability is 0.05994921922683716 After iteration 754 probability is 0.05994921922683716 After iteration 755 probability is 0.05994921922683716 After iteration 756 probability is 0.05994921922683716 After iteration 757 probability is 0.05994921922683716 After iteration 758 probability is 0.05994921922683716 After iteration 759 probability is 0.05994921922683716 After iteration 760 probability is 0.05994921922683716 After iteration 761 probability is 0.05994921922683716 After iteration 762 probability is 0.05994921922683716 After iteration 763 probability is 0.05994921922683716 After iteration 764 probability is 0.05994921922683716 After iteration 765 probability is 0.05994921922683716 After iteration 766 probability is 0.05994921922683716 After iteration 767 probability is 0.05994921922683716 After iteration 768 probability is 0.05994921922683716 After iteration 769 probability is 0.05994921922683716 After iteration 770 probability is 0.07603538036346436 After iteration 771 probability is 0.07603538036346436 After iteration 772 probability is 0.07603538036346436 After iteration 773 probability is 0.07603538036346436 After iteration 774 probability is 0.07603538036346436 After iteration 775 probability is 0.07603538036346436 After iteration 776 probability is 0.07603538036346436 After iteration 777 probability is 0.07603538036346436 After iteration 778 probability is 0.07603538036346436 After iteration 779 probability is 0.07603538036346436 After iteration 780 probability is 0.07603538036346436 After iteration 781 probability is 0.07603538036346436 After iteration 782 probability is 0.11162394285202026 After iteration 783 probability is 0.11162394285202026 After iteration 784 probability is 0.11162394285202026 After iteration 785 probability is 0.11162394285202026 After iteration 786 probability is 0.11162394285202026 After iteration 787 probability is 0.11162394285202026 After iteration 788 probability is 0.11162394285202026 After iteration 789 probability is 0.11162394285202026 After iteration 790 probability is 0.11162394285202026 After iteration 791 probability is 0.11162394285202026 After iteration 792 probability is 0.11162394285202026 After iteration 793 probability is 0.11162394285202026 After iteration 794 probability is 0.11162394285202026 After iteration 795 probability is 0.11162394285202026 After iteration 796 probability is 0.11162394285202026 After iteration 797 probability is 0.11162394285202026 After iteration 798 probability is 0.11162394285202026 After iteration 799 probability is 0.11162394285202026 After iteration 800 probability is 0.11162394285202026 After iteration 801 probability is 0.11162394285202026 After iteration 802 probability is 0.11162394285202026 After iteration 803 probability is 0.11162394285202026 After iteration 804 probability is 0.11162394285202026 After iteration 805 probability is 0.1209787130355835 After iteration 806 probability is 0.1209787130355835 After iteration 807 probability is 0.1209787130355835 After iteration 808 probability is 0.1209787130355835 After iteration 809 probability is 0.1209787130355835 After iteration 810 probability is 0.1209787130355835 After iteration 811 probability is 0.1209787130355835 After iteration 812 probability is 0.1209787130355835 After iteration 813 probability is 0.1209787130355835 After iteration 814 probability is 0.1209787130355835 After iteration 815 probability is 0.1209787130355835 After iteration 816 probability is 0.1209787130355835 After iteration 817 probability is 0.1209787130355835 After iteration 818 probability is 0.1209787130355835 After iteration 819 probability is 0.1209787130355835 After iteration 820 probability is 0.1209787130355835 After iteration 821 probability is 0.1209787130355835 After iteration 822 probability is 0.1209787130355835 After iteration 823 probability is 0.1209787130355835 After iteration 824 probability is 0.1209787130355835 After iteration 825 probability is 0.1209787130355835 After iteration 826 probability is 0.13985031843185425 After iteration 827 probability is 0.13985031843185425 After iteration 828 probability is 0.13985031843185425 After iteration 829 probability is 0.13985031843185425 After iteration 830 probability is 0.13985031843185425 After iteration 831 probability is 0.13985031843185425 After iteration 832 probability is 0.13985031843185425 After iteration 833 probability is 0.13985031843185425 After iteration 834 probability is 0.13985031843185425 After iteration 835 probability is 0.13985031843185425 After iteration 836 probability is 0.13985031843185425 After iteration 837 probability is 0.13985031843185425 After iteration 838 probability is 0.16757512092590332 After iteration 839 probability is 0.16757512092590332 After iteration 840 probability is 0.16757512092590332 After iteration 841 probability is 0.16757512092590332 After iteration 842 probability is 0.16757512092590332 After iteration 843 probability is 0.16757512092590332 After iteration 844 probability is 0.16757512092590332 After iteration 845 probability is 0.16757512092590332 After iteration 846 probability is 0.16757512092590332 After iteration 847 probability is 0.16757512092590332 After iteration 848 probability is 0.16757512092590332 After iteration 849 probability is 0.16757512092590332 After iteration 850 probability is 0.16757512092590332 After iteration 851 probability is 0.16757512092590332 After iteration 852 probability is 0.16757512092590332 After iteration 853 probability is 0.16757512092590332 After iteration 854 probability is 0.16757512092590332 After iteration 855 probability is 0.16757512092590332 After iteration 856 probability is 0.16757512092590332 After iteration 857 probability is 0.16757512092590332 After iteration 858 probability is 0.16757512092590332 After iteration 859 probability is 0.16757512092590332 After iteration 860 probability is 0.16757512092590332 After iteration 861 probability is 0.16757512092590332 After iteration 862 probability is 0.16757512092590332 After iteration 863 probability is 0.16757512092590332 After iteration 864 probability is 0.16757512092590332 After iteration 865 probability is 0.16757512092590332 After iteration 866 probability is 0.16757512092590332 After iteration 867 probability is 0.15597683191299438 After iteration 868 probability is 0.15597683191299438 After iteration 869 probability is 0.15597683191299438 After iteration 870 probability is 0.15597683191299438 After iteration 871 probability is 0.15597683191299438 After iteration 872 probability is 0.15597683191299438 After iteration 873 probability is 0.15597683191299438 After iteration 874 probability is 0.15597683191299438 After iteration 875 probability is 0.15597683191299438 After iteration 876 probability is 0.15597683191299438 After iteration 877 probability is 0.15597683191299438 After iteration 878 probability is 0.15597683191299438 After iteration 879 probability is 0.15597683191299438 After iteration 880 probability is 0.15597683191299438 After iteration 881 probability is 0.15597683191299438 After iteration 882 probability is 0.15597683191299438 After iteration 883 probability is 0.15597683191299438 After iteration 884 probability is 0.15597683191299438 After iteration 885 probability is 0.15597683191299438 After iteration 886 probability is 0.15597683191299438 After iteration 887 probability is 0.15597683191299438 After iteration 888 probability is 0.15597683191299438 After iteration 889 probability is 0.18822604417800903 After iteration 890 probability is 0.18822604417800903 After iteration 891 probability is 0.18822604417800903 After iteration 892 probability is 0.18822604417800903 After iteration 893 probability is 0.18822604417800903 After iteration 894 probability is 0.18822604417800903 After iteration 895 probability is 0.18822604417800903 After iteration 896 probability is 0.18822604417800903 After iteration 897 probability is 0.18822604417800903 After iteration 898 probability is 0.18822604417800903 After iteration 899 probability is 0.18822604417800903 After iteration 900 probability is 0.18822604417800903 After iteration 901 probability is 0.18822604417800903 After iteration 902 probability is 0.18822604417800903 After iteration 903 probability is 0.18822604417800903 After iteration 904 probability is 0.18822604417800903 After iteration 905 probability is 0.18822604417800903 After iteration 906 probability is 0.18822604417800903 After iteration 907 probability is 0.18822604417800903 After iteration 908 probability is 0.18822604417800903 After iteration 909 probability is 0.18822604417800903 After iteration 910 probability is 0.18822604417800903 After iteration 911 probability is 0.18822604417800903 After iteration 912 probability is 0.18822604417800903 After iteration 913 probability is 0.18822604417800903 After iteration 914 probability is 0.18822604417800903 After iteration 915 probability is 0.18822604417800903 After iteration 916 probability is 0.18822604417800903 After iteration 917 probability is 0.18822604417800903 After iteration 918 probability is 0.18822604417800903 After iteration 919 probability is 0.1525525450706482 After iteration 920 probability is 0.1525525450706482 After iteration 921 probability is 0.1525525450706482 After iteration 922 probability is 0.1525525450706482 After iteration 923 probability is 0.1525525450706482 After iteration 924 probability is 0.1525525450706482 After iteration 925 probability is 0.1525525450706482 After iteration 926 probability is 0.1525525450706482 After iteration 927 probability is 0.1525525450706482 After iteration 928 probability is 0.1525525450706482 After iteration 929 probability is 0.1525525450706482 After iteration 930 probability is 0.1525525450706482 After iteration 931 probability is 0.1525525450706482 After iteration 932 probability is 0.1525525450706482 After iteration 933 probability is 0.1525525450706482 After iteration 934 probability is 0.1525525450706482 After iteration 935 probability is 0.1525525450706482 After iteration 936 probability is 0.1525525450706482 After iteration 937 probability is 0.1525525450706482 After iteration 938 probability is 0.1525525450706482 After iteration 939 probability is 0.1525525450706482 After iteration 940 probability is 0.1525525450706482 After iteration 941 probability is 0.1525525450706482 After iteration 942 probability is 0.1525525450706482 After iteration 943 probability is 0.1525525450706482 After iteration 944 probability is 0.1525525450706482 After iteration 945 probability is 0.1525525450706482 After iteration 946 probability is 0.1525525450706482 After iteration 947 probability is 0.1525525450706482 After iteration 948 probability is 0.1525525450706482 After iteration 949 probability is 0.1525525450706482 After iteration 950 probability is 0.1525525450706482 After iteration 951 probability is 0.1525525450706482 After iteration 952 probability is 0.1525525450706482 After iteration 953 probability is 0.1525525450706482 After iteration 954 probability is 0.1525525450706482 After iteration 955 probability is 0.1525525450706482 After iteration 956 probability is 0.13706451654434204 After iteration 957 probability is 0.13706451654434204 After iteration 958 probability is 0.13706451654434204 After iteration 959 probability is 0.13706451654434204 After iteration 960 probability is 0.13706451654434204 After iteration 961 probability is 0.13706451654434204 After iteration 962 probability is 0.13706451654434204 After iteration 963 probability is 0.13706451654434204 After iteration 964 probability is 0.12562048435211182 After iteration 965 probability is 0.12562048435211182 After iteration 966 probability is 0.12562048435211182 After iteration 967 probability is 0.12562048435211182 After iteration 968 probability is 0.12562048435211182 After iteration 969 probability is 0.12562048435211182 After iteration 970 probability is 0.12562048435211182 After iteration 971 probability is 0.12562048435211182 After iteration 972 probability is 0.12562048435211182 After iteration 973 probability is 0.12562048435211182 After iteration 974 probability is 0.12562048435211182 After iteration 975 probability is 0.12562048435211182 After iteration 976 probability is 0.12562048435211182 After iteration 977 probability is 0.12562048435211182 After iteration 978 probability is 0.12562048435211182 After iteration 979 probability is 0.12562048435211182 After iteration 980 probability is 0.12562048435211182 After iteration 981 probability is 0.12562048435211182 After iteration 982 probability is 0.12562048435211182 After iteration 983 probability is 0.12562048435211182 After iteration 984 probability is 0.12562048435211182 After iteration 985 probability is 0.12562048435211182 After iteration 986 probability is 0.12562048435211182 After iteration 987 probability is 0.12562048435211182 After iteration 988 probability is 0.12562048435211182 After iteration 989 probability is 0.12562048435211182 After iteration 990 probability is 0.12562048435211182 After iteration 991 probability is 0.12562048435211182 After iteration 992 probability is 0.12562048435211182 After iteration 993 probability is 0.12562048435211182 After iteration 994 probability is 0.12562048435211182 After iteration 995 probability is 0.12562048435211182 After iteration 996 probability is 0.12562048435211182 After iteration 997 probability is 0.12562048435211182 After iteration 998 probability is 0.12562048435211182 After iteration 999 probability is 0.12562048435211182 After iteration 1000 probability is 0.12562048435211182 After iteration 1001 probability is 0.12562048435211182 After iteration 1002 probability is 0.12562048435211182 After iteration 1003 probability is 0.12562048435211182 After iteration 1004 probability is 0.12562048435211182 After iteration 1005 probability is 0.12562048435211182 After iteration 1006 probability is 0.12562048435211182 After iteration 1007 probability is 0.12562048435211182 After iteration 1008 probability is 0.12562048435211182 After iteration 1009 probability is 0.12562048435211182 After iteration 1010 probability is 0.12562048435211182 After iteration 1011 probability is 0.12562048435211182 After iteration 1012 probability is 0.12562048435211182 After iteration 1013 probability is 0.12562048435211182 After iteration 1014 probability is 0.12562048435211182 After iteration 1015 probability is 0.12562048435211182 After iteration 1016 probability is 0.12562048435211182 After iteration 1017 probability is 0.12562048435211182 After iteration 1018 probability is 0.12562048435211182 After iteration 1019 probability is 0.12562048435211182 After iteration 1020 probability is 0.12562048435211182 After iteration 1021 probability is 0.12562048435211182 After iteration 1022 probability is 0.12562048435211182 After iteration 1023 probability is 0.12562048435211182 After iteration 1024 probability is 0.12562048435211182 After iteration 1025 probability is 0.12562048435211182 After iteration 1026 probability is 0.12562048435211182 After iteration 1027 probability is 0.12562048435211182 After iteration 1028 probability is 0.12562048435211182 After iteration 1029 probability is 0.12562048435211182 After iteration 1030 probability is 0.12562048435211182 After iteration 1031 probability is 0.12562048435211182 After iteration 1032 probability is 0.12562048435211182 After iteration 1033 probability is 0.12562048435211182 After iteration 1034 probability is 0.12562048435211182 After iteration 1035 probability is 0.12562048435211182 After iteration 1036 probability is 0.12562048435211182 After iteration 1037 probability is 0.12562048435211182 After iteration 1038 probability is 0.12562048435211182 After iteration 1039 probability is 0.12562048435211182 After iteration 1040 probability is 0.12562048435211182 After iteration 1041 probability is 0.12562048435211182 After iteration 1042 probability is 0.12562048435211182 After iteration 1043 probability is 0.12562048435211182 After iteration 1044 probability is 0.12562048435211182 After iteration 1045 probability is 0.12562048435211182 After iteration 1046 probability is 0.12562048435211182 After iteration 1047 probability is 0.12562048435211182 After iteration 1048 probability is 0.12562048435211182 After iteration 1049 probability is 0.12562048435211182 After iteration 1050 probability is 0.12562048435211182 After iteration 1051 probability is 0.12562048435211182 After iteration 1052 probability is 0.12562048435211182 After iteration 1053 probability is 0.12562048435211182 After iteration 1054 probability is 0.12562048435211182 After iteration 1055 probability is 0.12562048435211182 After iteration 1056 probability is 0.12562048435211182 After iteration 1057 probability is 0.12562048435211182 After iteration 1058 probability is 0.12562048435211182 After iteration 1059 probability is 0.12562048435211182 After iteration 1060 probability is 0.12562048435211182 After iteration 1061 probability is 0.12562048435211182 After iteration 1062 probability is 0.12562048435211182 After iteration 1063 probability is 0.12562048435211182 After iteration 1064 probability is 0.12562048435211182 After iteration 1065 probability is 0.12562048435211182 After iteration 1066 probability is 0.12562048435211182 After iteration 1067 probability is 0.12562048435211182 After iteration 1068 probability is 0.12477272748947144 After iteration 1069 probability is 0.12477272748947144 After iteration 1070 probability is 0.12477272748947144 After iteration 1071 probability is 0.12477272748947144 After iteration 1072 probability is 0.12477272748947144 After iteration 1073 probability is 0.12477272748947144 After iteration 1074 probability is 0.12477272748947144 After iteration 1075 probability is 0.12477272748947144 After iteration 1076 probability is 0.12477272748947144 After iteration 1077 probability is 0.12477272748947144 After iteration 1078 probability is 0.12477272748947144 After iteration 1079 probability is 0.12477272748947144 After iteration 1080 probability is 0.12477272748947144 After iteration 1081 probability is 0.12477272748947144 After iteration 1082 probability is 0.12477272748947144 After iteration 1083 probability is 0.12477272748947144 After iteration 1084 probability is 0.12477272748947144 After iteration 1085 probability is 0.12477272748947144 After iteration 1086 probability is 0.12477272748947144 After iteration 1087 probability is 0.12477272748947144 After iteration 1088 probability is 0.12477272748947144 After iteration 1089 probability is 0.12477272748947144 After iteration 1090 probability is 0.12477272748947144 After iteration 1091 probability is 0.12477272748947144 After iteration 1092 probability is 0.12477272748947144 After iteration 1093 probability is 0.12477272748947144 After iteration 1094 probability is 0.12477272748947144 After iteration 1095 probability is 0.12477272748947144 After iteration 1096 probability is 0.18298089504241943 After iteration 1097 probability is 0.18298089504241943 After iteration 1098 probability is 0.18298089504241943 After iteration 1099 probability is 0.18298089504241943 After iteration 1100 probability is 0.18298089504241943 After iteration 1101 probability is 0.18298089504241943 After iteration 1102 probability is 0.18298089504241943 After iteration 1103 probability is 0.18298089504241943 After iteration 1104 probability is 0.18298089504241943 After iteration 1105 probability is 0.18298089504241943 After iteration 1106 probability is 0.18298089504241943 After iteration 1107 probability is 0.18298089504241943 After iteration 1108 probability is 0.18298089504241943 After iteration 1109 probability is 0.18298089504241943 After iteration 1110 probability is 0.18298089504241943 After iteration 1111 probability is 0.18298089504241943 After iteration 1112 probability is 0.18298089504241943 After iteration 1113 probability is 0.18298089504241943 After iteration 1114 probability is 0.18298089504241943 After iteration 1115 probability is 0.18298089504241943 After iteration 1116 probability is 0.18298089504241943 After iteration 1117 probability is 0.18298089504241943 After iteration 1118 probability is 0.18298089504241943 After iteration 1119 probability is 0.18298089504241943 After iteration 1120 probability is 0.18298089504241943 After iteration 1121 probability is 0.18298089504241943 After iteration 1122 probability is 0.18298089504241943 After iteration 1123 probability is 0.18298089504241943 After iteration 1124 probability is 0.18298089504241943 After iteration 1125 probability is 0.18298089504241943 After iteration 1126 probability is 0.18298089504241943 After iteration 1127 probability is 0.18298089504241943 After iteration 1128 probability is 0.18298089504241943 After iteration 1129 probability is 0.18298089504241943 After iteration 1130 probability is 0.18298089504241943 After iteration 1131 probability is 0.18298089504241943 After iteration 1132 probability is 0.18298089504241943 After iteration 1133 probability is 0.18298089504241943 After iteration 1134 probability is 0.18298089504241943 After iteration 1135 probability is 0.18298089504241943 After iteration 1136 probability is 0.18298089504241943 After iteration 1137 probability is 0.18298089504241943 After iteration 1138 probability is 0.18298089504241943 After iteration 1139 probability is 0.18298089504241943 After iteration 1140 probability is 0.18298089504241943 After iteration 1141 probability is 0.18298089504241943 After iteration 1142 probability is 0.18298089504241943 After iteration 1143 probability is 0.2235087752342224 After iteration 1144 probability is 0.2235087752342224 After iteration 1145 probability is 0.2235087752342224 After iteration 1146 probability is 0.2235087752342224 After iteration 1147 probability is 0.2235087752342224 After iteration 1148 probability is 0.2235087752342224 After iteration 1149 probability is 0.2235087752342224 After iteration 1150 probability is 0.2235087752342224 After iteration 1151 probability is 0.2235087752342224 After iteration 1152 probability is 0.2235087752342224 After iteration 1153 probability is 0.2235087752342224 After iteration 1154 probability is 0.2235087752342224 After iteration 1155 probability is 0.2235087752342224 After iteration 1156 probability is 0.2235087752342224 After iteration 1157 probability is 0.2235087752342224 After iteration 1158 probability is 0.2235087752342224 After iteration 1159 probability is 0.2235087752342224 After iteration 1160 probability is 0.2235087752342224 After iteration 1161 probability is 0.2235087752342224 After iteration 1162 probability is 0.24959057569503784 After iteration 1163 probability is 0.24959057569503784 After iteration 1164 probability is 0.24959057569503784 After iteration 1165 probability is 0.24959057569503784 After iteration 1166 probability is 0.24959057569503784 After iteration 1167 probability is 0.24959057569503784 After iteration 1168 probability is 0.24959057569503784 After iteration 1169 probability is 0.24959057569503784 After iteration 1170 probability is 0.24959057569503784 After iteration 1171 probability is 0.24959057569503784 After iteration 1172 probability is 0.24959057569503784 After iteration 1173 probability is 0.24959057569503784 After iteration 1174 probability is 0.24959057569503784 After iteration 1175 probability is 0.24959057569503784 After iteration 1176 probability is 0.24959057569503784 After iteration 1177 probability is 0.24959057569503784 After iteration 1178 probability is 0.24959057569503784 After iteration 1179 probability is 0.24959057569503784 After iteration 1180 probability is 0.24959057569503784 After iteration 1181 probability is 0.24959057569503784 After iteration 1182 probability is 0.24959057569503784 After iteration 1183 probability is 0.24959057569503784 After iteration 1184 probability is 0.24959057569503784 After iteration 1185 probability is 0.24959057569503784 After iteration 1186 probability is 0.24959057569503784 After iteration 1187 probability is 0.24959057569503784 After iteration 1188 probability is 0.24959057569503784 After iteration 1189 probability is 0.24959057569503784 After iteration 1190 probability is 0.24959057569503784 After iteration 1191 probability is 0.24959057569503784 After iteration 1192 probability is 0.24959057569503784 After iteration 1193 probability is 0.24959057569503784 After iteration 1194 probability is 0.24959057569503784 After iteration 1195 probability is 0.24959057569503784 After iteration 1196 probability is 0.24959057569503784 After iteration 1197 probability is 0.24959057569503784 After iteration 1198 probability is 0.24959057569503784 After iteration 1199 probability is 0.24959057569503784 After iteration 1200 probability is 0.24959057569503784 After iteration 1201 probability is 0.24959057569503784 After iteration 1202 probability is 0.24959057569503784 After iteration 1203 probability is 0.24959057569503784 After iteration 1204 probability is 0.24959057569503784 After iteration 1205 probability is 0.24959057569503784 After iteration 1206 probability is 0.24959057569503784 After iteration 1207 probability is 0.24959057569503784 After iteration 1208 probability is 0.24959057569503784 After iteration 1209 probability is 0.24959057569503784 After iteration 1210 probability is 0.24959057569503784 After iteration 1211 probability is 0.24959057569503784 After iteration 1212 probability is 0.24959057569503784 After iteration 1213 probability is 0.24959057569503784 After iteration 1214 probability is 0.24959057569503784 After iteration 1215 probability is 0.24959057569503784 After iteration 1216 probability is 0.24959057569503784 After iteration 1217 probability is 0.24959057569503784 After iteration 1218 probability is 0.24959057569503784 After iteration 1219 probability is 0.24959057569503784 After iteration 1220 probability is 0.24959057569503784 After iteration 1221 probability is 0.24959057569503784 After iteration 1222 probability is 0.24959057569503784 After iteration 1223 probability is 0.24959057569503784 After iteration 1224 probability is 0.24959057569503784 After iteration 1225 probability is 0.24959057569503784 After iteration 1226 probability is 0.24959057569503784 After iteration 1227 probability is 0.24959057569503784 After iteration 1228 probability is 0.24959057569503784 After iteration 1229 probability is 0.24959057569503784 After iteration 1230 probability is 0.24959057569503784 After iteration 1231 probability is 0.24959057569503784 After iteration 1232 probability is 0.24959057569503784 After iteration 1233 probability is 0.24959057569503784 After iteration 1234 probability is 0.24959057569503784 After iteration 1235 probability is 0.24959057569503784 After iteration 1236 probability is 0.24959057569503784 After iteration 1237 probability is 0.24959057569503784 After iteration 1238 probability is 0.24959057569503784 After iteration 1239 probability is 0.24959057569503784 After iteration 1240 probability is 0.24959057569503784 After iteration 1241 probability is 0.24959057569503784 After iteration 1242 probability is 0.24959057569503784 After iteration 1243 probability is 0.24959057569503784 After iteration 1244 probability is 0.24959057569503784 After iteration 1245 probability is 0.24959057569503784 After iteration 1246 probability is 0.24959057569503784 After iteration 1247 probability is 0.24959057569503784 After iteration 1248 probability is 0.24959057569503784 After iteration 1249 probability is 0.24959057569503784 After iteration 1250 probability is 0.24959057569503784 After iteration 1251 probability is 0.24959057569503784 After iteration 1252 probability is 0.2907412052154541 After iteration 1253 probability is 0.2907412052154541 After iteration 1254 probability is 0.2907412052154541 After iteration 1255 probability is 0.2907412052154541 After iteration 1256 probability is 0.2907412052154541 After iteration 1257 probability is 0.2907412052154541 After iteration 1258 probability is 0.2907412052154541 After iteration 1259 probability is 0.2907412052154541 After iteration 1260 probability is 0.2907412052154541 After iteration 1261 probability is 0.2907412052154541 After iteration 1262 probability is 0.2907412052154541 After iteration 1263 probability is 0.2907412052154541 After iteration 1264 probability is 0.2907412052154541 After iteration 1265 probability is 0.3089587688446045 After iteration 1266 probability is 0.3089587688446045 After iteration 1267 probability is 0.3089587688446045 After iteration 1268 probability is 0.3089587688446045 After iteration 1269 probability is 0.3089587688446045 After iteration 1270 probability is 0.3089587688446045 After iteration 1271 probability is 0.3089587688446045 After iteration 1272 probability is 0.3089587688446045 After iteration 1273 probability is 0.3089587688446045 After iteration 1274 probability is 0.3089587688446045 After iteration 1275 probability is 0.3089587688446045 After iteration 1276 probability is 0.3089587688446045 After iteration 1277 probability is 0.3089587688446045 After iteration 1278 probability is 0.3089587688446045 After iteration 1279 probability is 0.3089587688446045 After iteration 1280 probability is 0.3089587688446045 After iteration 1281 probability is 0.3089587688446045 After iteration 1282 probability is 0.3089587688446045 After iteration 1283 probability is 0.3089587688446045 After iteration 1284 probability is 0.3089587688446045 After iteration 1285 probability is 0.3089587688446045 After iteration 1286 probability is 0.3089587688446045 After iteration 1287 probability is 0.3089587688446045 After iteration 1288 probability is 0.3089587688446045 After iteration 1289 probability is 0.3089587688446045 After iteration 1290 probability is 0.3089587688446045 After iteration 1291 probability is 0.3089587688446045 After iteration 1292 probability is 0.3089587688446045 After iteration 1293 probability is 0.3089587688446045 After iteration 1294 probability is 0.3089587688446045 After iteration 1295 probability is 0.3089587688446045 After iteration 1296 probability is 0.3089587688446045 After iteration 1297 probability is 0.3508264422416687 After iteration 1298 probability is 0.3508264422416687 After iteration 1299 probability is 0.3508264422416687 After iteration 1300 probability is 0.3508264422416687 After iteration 1301 probability is 0.3508264422416687 After iteration 1302 probability is 0.3508264422416687 After iteration 1303 probability is 0.3508264422416687 After iteration 1304 probability is 0.3508264422416687 After iteration 1305 probability is 0.3508264422416687 After iteration 1306 probability is 0.3508264422416687 After iteration 1307 probability is 0.3508264422416687 After iteration 1308 probability is 0.3508264422416687 After iteration 1309 probability is 0.3508264422416687 After iteration 1310 probability is 0.3508264422416687 After iteration 1311 probability is 0.3508264422416687 After iteration 1312 probability is 0.3508264422416687 After iteration 1313 probability is 0.3508264422416687 After iteration 1314 probability is 0.3508264422416687 After iteration 1315 probability is 0.3508264422416687 After iteration 1316 probability is 0.3508264422416687 After iteration 1317 probability is 0.3508264422416687 After iteration 1318 probability is 0.3508264422416687 After iteration 1319 probability is 0.3508264422416687 After iteration 1320 probability is 0.3508264422416687 After iteration 1321 probability is 0.3508264422416687 After iteration 1322 probability is 0.3508264422416687 After iteration 1323 probability is 0.3508264422416687 After iteration 1324 probability is 0.3508264422416687 After iteration 1325 probability is 0.3508264422416687 After iteration 1326 probability is 0.3508264422416687 After iteration 1327 probability is 0.3508264422416687 After iteration 1328 probability is 0.32134026288986206 After iteration 1329 probability is 0.32134026288986206 After iteration 1330 probability is 0.32134026288986206 After iteration 1331 probability is 0.32134026288986206 After iteration 1332 probability is 0.32134026288986206 After iteration 1333 probability is 0.32134026288986206 After iteration 1334 probability is 0.32134026288986206 After iteration 1335 probability is 0.32134026288986206 After iteration 1336 probability is 0.32134026288986206 After iteration 1337 probability is 0.32134026288986206 After iteration 1338 probability is 0.32134026288986206 After iteration 1339 probability is 0.32134026288986206 After iteration 1340 probability is 0.32134026288986206 After iteration 1341 probability is 0.32134026288986206 After iteration 1342 probability is 0.32134026288986206 After iteration 1343 probability is 0.32134026288986206 After iteration 1344 probability is 0.29417139291763306 After iteration 1345 probability is 0.29417139291763306 After iteration 1346 probability is 0.29417139291763306 After iteration 1347 probability is 0.29417139291763306 After iteration 1348 probability is 0.29417139291763306 After iteration 1349 probability is 0.29417139291763306 After iteration 1350 probability is 0.29417139291763306 After iteration 1351 probability is 0.29417139291763306 After iteration 1352 probability is 0.29417139291763306 After iteration 1353 probability is 0.29417139291763306 After iteration 1354 probability is 0.29417139291763306 After iteration 1355 probability is 0.29417139291763306 After iteration 1356 probability is 0.29417139291763306 After iteration 1357 probability is 0.29417139291763306 After iteration 1358 probability is 0.29417139291763306 After iteration 1359 probability is 0.29417139291763306 After iteration 1360 probability is 0.29417139291763306 After iteration 1361 probability is 0.29417139291763306 After iteration 1362 probability is 0.29417139291763306 After iteration 1363 probability is 0.29417139291763306 After iteration 1364 probability is 0.29417139291763306 After iteration 1365 probability is 0.29417139291763306 After iteration 1366 probability is 0.29417139291763306 After iteration 1367 probability is 0.29417139291763306 After iteration 1368 probability is 0.29417139291763306 After iteration 1369 probability is 0.29417139291763306 After iteration 1370 probability is 0.29417139291763306 After iteration 1371 probability is 0.29417139291763306 After iteration 1372 probability is 0.29417139291763306 After iteration 1373 probability is 0.29417139291763306 After iteration 1374 probability is 0.29417139291763306 After iteration 1375 probability is 0.29417139291763306 After iteration 1376 probability is 0.29417139291763306 After iteration 1377 probability is 0.29417139291763306 After iteration 1378 probability is 0.29417139291763306 After iteration 1379 probability is 0.29417139291763306 After iteration 1380 probability is 0.29417139291763306 After iteration 1381 probability is 0.29417139291763306 After iteration 1382 probability is 0.29417139291763306 After iteration 1383 probability is 0.29417139291763306 After iteration 1384 probability is 0.29417139291763306 After iteration 1385 probability is 0.29417139291763306 After iteration 1386 probability is 0.29417139291763306 After iteration 1387 probability is 0.29417139291763306 After iteration 1388 probability is 0.29417139291763306 After iteration 1389 probability is 0.29417139291763306 After iteration 1390 probability is 0.29417139291763306 After iteration 1391 probability is 0.29417139291763306 After iteration 1392 probability is 0.29417139291763306 After iteration 1393 probability is 0.29417139291763306 After iteration 1394 probability is 0.29417139291763306 After iteration 1395 probability is 0.29417139291763306 After iteration 1396 probability is 0.29417139291763306 After iteration 1397 probability is 0.29417139291763306 After iteration 1398 probability is 0.29417139291763306 After iteration 1399 probability is 0.29417139291763306 After iteration 1400 probability is 0.29417139291763306 After iteration 1401 probability is 0.29417139291763306 After iteration 1402 probability is 0.29417139291763306 After iteration 1403 probability is 0.29417139291763306 After iteration 1404 probability is 0.29417139291763306 After iteration 1405 probability is 0.29417139291763306 After iteration 1406 probability is 0.29417139291763306 After iteration 1407 probability is 0.29417139291763306 After iteration 1408 probability is 0.29417139291763306 After iteration 1409 probability is 0.29417139291763306 After iteration 1410 probability is 0.29417139291763306 After iteration 1411 probability is 0.29417139291763306 After iteration 1412 probability is 0.29417139291763306 After iteration 1413 probability is 0.29417139291763306 After iteration 1414 probability is 0.29417139291763306 After iteration 1415 probability is 0.29417139291763306 After iteration 1416 probability is 0.29417139291763306 After iteration 1417 probability is 0.29417139291763306 After iteration 1418 probability is 0.29417139291763306 After iteration 1419 probability is 0.29417139291763306 After iteration 1420 probability is 0.29417139291763306 After iteration 1421 probability is 0.29417139291763306 After iteration 1422 probability is 0.29417139291763306 After iteration 1423 probability is 0.29417139291763306 After iteration 1424 probability is 0.29417139291763306 After iteration 1425 probability is 0.29417139291763306 After iteration 1426 probability is 0.29417139291763306 After iteration 1427 probability is 0.29417139291763306 After iteration 1428 probability is 0.29417139291763306 After iteration 1429 probability is 0.29417139291763306 After iteration 1430 probability is 0.29417139291763306 After iteration 1431 probability is 0.29417139291763306 After iteration 1432 probability is 0.29417139291763306 After iteration 1433 probability is 0.29417139291763306 After iteration 1434 probability is 0.29417139291763306 After iteration 1435 probability is 0.29417139291763306 After iteration 1436 probability is 0.29417139291763306 After iteration 1437 probability is 0.29417139291763306 After iteration 1438 probability is 0.29417139291763306 After iteration 1439 probability is 0.29417139291763306 After iteration 1440 probability is 0.29417139291763306 After iteration 1441 probability is 0.29417139291763306 After iteration 1442 probability is 0.29417139291763306 After iteration 1443 probability is 0.29417139291763306 After iteration 1444 probability is 0.29417139291763306 After iteration 1445 probability is 0.29417139291763306 After iteration 1446 probability is 0.29417139291763306 After iteration 1447 probability is 0.29417139291763306 After iteration 1448 probability is 0.29417139291763306 After iteration 1449 probability is 0.29417139291763306 After iteration 1450 probability is 0.29417139291763306 After iteration 1451 probability is 0.29417139291763306 After iteration 1452 probability is 0.29417139291763306 After iteration 1453 probability is 0.29417139291763306 After iteration 1454 probability is 0.29417139291763306 After iteration 1455 probability is 0.29417139291763306 After iteration 1456 probability is 0.29417139291763306 After iteration 1457 probability is 0.29417139291763306 After iteration 1458 probability is 0.29417139291763306 After iteration 1459 probability is 0.29417139291763306 After iteration 1460 probability is 0.29417139291763306 After iteration 1461 probability is 0.29417139291763306 After iteration 1462 probability is 0.29417139291763306 After iteration 1463 probability is 0.29417139291763306 After iteration 1464 probability is 0.29417139291763306 After iteration 1465 probability is 0.29417139291763306 After iteration 1466 probability is 0.29417139291763306 After iteration 1467 probability is 0.29417139291763306 After iteration 1468 probability is 0.29417139291763306 After iteration 1469 probability is 0.29417139291763306 After iteration 1470 probability is 0.29417139291763306 After iteration 1471 probability is 0.29417139291763306 After iteration 1472 probability is 0.29417139291763306 After iteration 1473 probability is 0.29417139291763306 After iteration 1474 probability is 0.29417139291763306 After iteration 1475 probability is 0.29417139291763306 After iteration 1476 probability is 0.29417139291763306 After iteration 1477 probability is 0.29417139291763306 After iteration 1478 probability is 0.29417139291763306 After iteration 1479 probability is 0.29417139291763306 After iteration 1480 probability is 0.29417139291763306 After iteration 1481 probability is 0.29417139291763306 After iteration 1482 probability is 0.29417139291763306 After iteration 1483 probability is 0.4033697843551636 After iteration 1484 probability is 0.4033697843551636 After iteration 1485 probability is 0.4033697843551636 After iteration 1486 probability is 0.4033697843551636 After iteration 1487 probability is 0.4033697843551636 After iteration 1488 probability is 0.4033697843551636 After iteration 1489 probability is 0.4033697843551636 After iteration 1490 probability is 0.4033697843551636 After iteration 1491 probability is 0.4033697843551636 After iteration 1492 probability is 0.4033697843551636 After iteration 1493 probability is 0.4033697843551636 After iteration 1494 probability is 0.4033697843551636 After iteration 1495 probability is 0.4033697843551636 After iteration 1496 probability is 0.4033697843551636 After iteration 1497 probability is 0.4033697843551636 After iteration 1498 probability is 0.4033697843551636 After iteration 1499 probability is 0.4033697843551636 After iteration 1500 probability is 0.4033697843551636 After iteration 1501 probability is 0.4033697843551636 After iteration 1502 probability is 0.4033697843551636 After iteration 1503 probability is 0.4033697843551636 After iteration 1504 probability is 0.4033697843551636 After iteration 1505 probability is 0.4033697843551636 After iteration 1506 probability is 0.4033697843551636 After iteration 1507 probability is 0.4033697843551636 After iteration 1508 probability is 0.3762722611427307 After iteration 1509 probability is 0.3762722611427307 After iteration 1510 probability is 0.3762722611427307 After iteration 1511 probability is 0.3762722611427307 After iteration 1512 probability is 0.3762722611427307 After iteration 1513 probability is 0.3762722611427307 After iteration 1514 probability is 0.3762722611427307 After iteration 1515 probability is 0.3762722611427307 After iteration 1516 probability is 0.3762722611427307 After iteration 1517 probability is 0.3762722611427307 After iteration 1518 probability is 0.3762722611427307 After iteration 1519 probability is 0.3762722611427307 After iteration 1520 probability is 0.3762722611427307 After iteration 1521 probability is 0.3762722611427307 After iteration 1522 probability is 0.3762722611427307 After iteration 1523 probability is 0.3762722611427307 After iteration 1524 probability is 0.3762722611427307 After iteration 1525 probability is 0.3762722611427307 After iteration 1526 probability is 0.3762722611427307 After iteration 1527 probability is 0.3762722611427307 After iteration 1528 probability is 0.3762722611427307 After iteration 1529 probability is 0.3762722611427307 After iteration 1530 probability is 0.3762722611427307 After iteration 1531 probability is 0.3762722611427307 After iteration 1532 probability is 0.3762722611427307 After iteration 1533 probability is 0.3762722611427307 After iteration 1534 probability is 0.3762722611427307 After iteration 1535 probability is 0.3762722611427307 After iteration 1536 probability is 0.3762722611427307 After iteration 1537 probability is 0.3762722611427307 After iteration 1538 probability is 0.3762722611427307 After iteration 1539 probability is 0.3762722611427307 After iteration 1540 probability is 0.3762722611427307 After iteration 1541 probability is 0.3762722611427307 After iteration 1542 probability is 0.3762722611427307 After iteration 1543 probability is 0.3762722611427307 After iteration 1544 probability is 0.3762722611427307 After iteration 1545 probability is 0.3762722611427307 After iteration 1546 probability is 0.3762722611427307 After iteration 1547 probability is 0.3762722611427307 After iteration 1548 probability is 0.3762722611427307 After iteration 1549 probability is 0.3762722611427307 After iteration 1550 probability is 0.3762722611427307 After iteration 1551 probability is 0.3762722611427307 After iteration 1552 probability is 0.3762722611427307 After iteration 1553 probability is 0.3762722611427307 After iteration 1554 probability is 0.3762722611427307 After iteration 1555 probability is 0.3762722611427307 After iteration 1556 probability is 0.3762722611427307 After iteration 1557 probability is 0.3762722611427307 After iteration 1558 probability is 0.3762722611427307 After iteration 1559 probability is 0.3762722611427307 After iteration 1560 probability is 0.3762722611427307 After iteration 1561 probability is 0.38187742233276367 After iteration 1562 probability is 0.38187742233276367 After iteration 1563 probability is 0.38187742233276367 After iteration 1564 probability is 0.38187742233276367 After iteration 1565 probability is 0.38187742233276367 After iteration 1566 probability is 0.38187742233276367 After iteration 1567 probability is 0.38187742233276367 After iteration 1568 probability is 0.38187742233276367 After iteration 1569 probability is 0.38187742233276367 After iteration 1570 probability is 0.38187742233276367 After iteration 1571 probability is 0.38187742233276367 After iteration 1572 probability is 0.38187742233276367 After iteration 1573 probability is 0.38187742233276367 After iteration 1574 probability is 0.38187742233276367 After iteration 1575 probability is 0.38187742233276367 After iteration 1576 probability is 0.38187742233276367 After iteration 1577 probability is 0.38187742233276367 After iteration 1578 probability is 0.38187742233276367 After iteration 1579 probability is 0.38187742233276367 After iteration 1580 probability is 0.38187742233276367 After iteration 1581 probability is 0.38187742233276367 After iteration 1582 probability is 0.38187742233276367 After iteration 1583 probability is 0.38187742233276367 After iteration 1584 probability is 0.38187742233276367 After iteration 1585 probability is 0.38187742233276367 After iteration 1586 probability is 0.38187742233276367 After iteration 1587 probability is 0.38187742233276367 After iteration 1588 probability is 0.38187742233276367 After iteration 1589 probability is 0.38187742233276367 After iteration 1590 probability is 0.38187742233276367 After iteration 1591 probability is 0.38187742233276367 After iteration 1592 probability is 0.38187742233276367 After iteration 1593 probability is 0.38187742233276367 After iteration 1594 probability is 0.38187742233276367 After iteration 1595 probability is 0.38187742233276367 After iteration 1596 probability is 0.38187742233276367 After iteration 1597 probability is 0.38187742233276367 After iteration 1598 probability is 0.38187742233276367 After iteration 1599 probability is 0.38187742233276367 After iteration 1600 probability is 0.38187742233276367 After iteration 1601 probability is 0.38187742233276367 After iteration 1602 probability is 0.38187742233276367 After iteration 1603 probability is 0.38187742233276367 After iteration 1604 probability is 0.38187742233276367 After iteration 1605 probability is 0.38187742233276367 After iteration 1606 probability is 0.38187742233276367 After iteration 1607 probability is 0.38187742233276367 After iteration 1608 probability is 0.38187742233276367 After iteration 1609 probability is 0.38187742233276367 After iteration 1610 probability is 0.38187742233276367 After iteration 1611 probability is 0.38187742233276367 After iteration 1612 probability is 0.38187742233276367 After iteration 1613 probability is 0.38187742233276367 After iteration 1614 probability is 0.38187742233276367 After iteration 1615 probability is 0.38187742233276367 After iteration 1616 probability is 0.38187742233276367 After iteration 1617 probability is 0.38187742233276367 After iteration 1618 probability is 0.38187742233276367 After iteration 1619 probability is 0.38187742233276367 After iteration 1620 probability is 0.38187742233276367 After iteration 1621 probability is 0.38187742233276367 After iteration 1622 probability is 0.38187742233276367 After iteration 1623 probability is 0.38187742233276367 After iteration 1624 probability is 0.38187742233276367 After iteration 1625 probability is 0.38187742233276367 After iteration 1626 probability is 0.38187742233276367 After iteration 1627 probability is 0.38187742233276367 After iteration 1628 probability is 0.38187742233276367 After iteration 1629 probability is 0.38187742233276367 After iteration 1630 probability is 0.38187742233276367 After iteration 1631 probability is 0.38187742233276367 After iteration 1632 probability is 0.38187742233276367 After iteration 1633 probability is 0.38187742233276367 After iteration 1634 probability is 0.38187742233276367 After iteration 1635 probability is 0.38187742233276367 After iteration 1636 probability is 0.38187742233276367 After iteration 1637 probability is 0.38187742233276367 After iteration 1638 probability is 0.38187742233276367 After iteration 1639 probability is 0.38187742233276367 After iteration 1640 probability is 0.38187742233276367 After iteration 1641 probability is 0.38187742233276367 After iteration 1642 probability is 0.38187742233276367 After iteration 1643 probability is 0.38187742233276367 After iteration 1644 probability is 0.38187742233276367 After iteration 1645 probability is 0.38187742233276367 After iteration 1646 probability is 0.38187742233276367 After iteration 1647 probability is 0.38187742233276367 After iteration 1648 probability is 0.41451185941696167 After iteration 1649 probability is 0.41451185941696167 After iteration 1650 probability is 0.41451185941696167 After iteration 1651 probability is 0.41451185941696167 After iteration 1652 probability is 0.41451185941696167 After iteration 1653 probability is 0.41451185941696167 After iteration 1654 probability is 0.41451185941696167 After iteration 1655 probability is 0.41451185941696167 After iteration 1656 probability is 0.4322128891944885 After iteration 1657 probability is 0.4322128891944885 After iteration 1658 probability is 0.4322128891944885 After iteration 1659 probability is 0.4322128891944885 After iteration 1660 probability is 0.4322128891944885 After iteration 1661 probability is 0.4322128891944885 After iteration 1662 probability is 0.4322128891944885 After iteration 1663 probability is 0.4322128891944885 After iteration 1664 probability is 0.4322128891944885 After iteration 1665 probability is 0.5096012353897095 After iteration 1666 probability is 0.5096012353897095 After iteration 1667 probability is 0.5096012353897095 After iteration 1668 probability is 0.5096012353897095 After iteration 1669 probability is 0.5096012353897095 After iteration 1670 probability is 0.5096012353897095 After iteration 1671 probability is 0.5096012353897095 After iteration 1672 probability is 0.5096012353897095 After iteration 1673 probability is 0.5096012353897095 After iteration 1674 probability is 0.5096012353897095 After iteration 1675 probability is 0.5096012353897095 After iteration 1676 probability is 0.5096012353897095 After iteration 1677 probability is 0.5096012353897095 After iteration 1678 probability is 0.5096012353897095 After iteration 1679 probability is 0.5096012353897095 After iteration 1680 probability is 0.5096012353897095 After iteration 1681 probability is 0.5096012353897095 After iteration 1682 probability is 0.5096012353897095 After iteration 1683 probability is 0.5096012353897095 After iteration 1684 probability is 0.5096012353897095 After iteration 1685 probability is 0.5096012353897095 After iteration 1686 probability is 0.5096012353897095 After iteration 1687 probability is 0.5096012353897095 After iteration 1688 probability is 0.5096012353897095 After iteration 1689 probability is 0.5096012353897095 After iteration 1690 probability is 0.5096012353897095 After iteration 1691 probability is 0.5096012353897095 After iteration 1692 probability is 0.5096012353897095 After iteration 1693 probability is 0.5096012353897095 After iteration 1694 probability is 0.5096012353897095 After iteration 1695 probability is 0.5096012353897095 After iteration 1696 probability is 0.5096012353897095 After iteration 1697 probability is 0.5096012353897095 After iteration 1698 probability is 0.5096012353897095 After iteration 1699 probability is 0.5096012353897095 After iteration 1700 probability is 0.5096012353897095 After iteration 1701 probability is 0.5096012353897095 After iteration 1702 probability is 0.5096012353897095 After iteration 1703 probability is 0.5096012353897095 After iteration 1704 probability is 0.5096012353897095 After iteration 1705 probability is 0.5096012353897095 After iteration 1706 probability is 0.4849761128425598 After iteration 1707 probability is 0.4849761128425598 After iteration 1708 probability is 0.4849761128425598 After iteration 1709 probability is 0.4849761128425598 After iteration 1710 probability is 0.4849761128425598 After iteration 1711 probability is 0.4849761128425598 After iteration 1712 probability is 0.4849761128425598 After iteration 1713 probability is 0.4849761128425598 After iteration 1714 probability is 0.4849761128425598 After iteration 1715 probability is 0.4849761128425598 After iteration 1716 probability is 0.4849761128425598 After iteration 1717 probability is 0.4849761128425598 After iteration 1718 probability is 0.4849761128425598 After iteration 1719 probability is 0.4849761128425598 After iteration 1720 probability is 0.4849761128425598 After iteration 1721 probability is 0.4849761128425598 After iteration 1722 probability is 0.4849761128425598 After iteration 1723 probability is 0.4849761128425598 After iteration 1724 probability is 0.4849761128425598 After iteration 1725 probability is 0.4849761128425598 After iteration 1726 probability is 0.4849761128425598 After iteration 1727 probability is 0.4849761128425598 After iteration 1728 probability is 0.4849761128425598 After iteration 1729 probability is 0.4849761128425598 After iteration 1730 probability is 0.4849761128425598 After iteration 1731 probability is 0.4849761128425598 After iteration 1732 probability is 0.4849761128425598 After iteration 1733 probability is 0.4849761128425598 After iteration 1734 probability is 0.4849761128425598 After iteration 1735 probability is 0.4849761128425598 After iteration 1736 probability is 0.4849761128425598 After iteration 1737 probability is 0.4849761128425598 After iteration 1738 probability is 0.4849761128425598 After iteration 1739 probability is 0.4849761128425598 After iteration 1740 probability is 0.4849761128425598 After iteration 1741 probability is 0.4849761128425598 After iteration 1742 probability is 0.4849761128425598 After iteration 1743 probability is 0.4849761128425598 After iteration 1744 probability is 0.4849761128425598 After iteration 1745 probability is 0.4849761128425598 After iteration 1746 probability is 0.4849761128425598 After iteration 1747 probability is 0.4849761128425598 After iteration 1748 probability is 0.4849761128425598 After iteration 1749 probability is 0.4849761128425598 After iteration 1750 probability is 0.4849761128425598 After iteration 1751 probability is 0.4849761128425598 After iteration 1752 probability is 0.4849761128425598 After iteration 1753 probability is 0.4849761128425598 After iteration 1754 probability is 0.4849761128425598 After iteration 1755 probability is 0.4849761128425598 After iteration 1756 probability is 0.4849761128425598 After iteration 1757 probability is 0.4849761128425598 After iteration 1758 probability is 0.39062875509262085 After iteration 1759 probability is 0.39062875509262085 After iteration 1760 probability is 0.39062875509262085 After iteration 1761 probability is 0.39062875509262085 After iteration 1762 probability is 0.39062875509262085 After iteration 1763 probability is 0.39062875509262085 After iteration 1764 probability is 0.39062875509262085 After iteration 1765 probability is 0.39062875509262085 After iteration 1766 probability is 0.39062875509262085 After iteration 1767 probability is 0.39062875509262085 After iteration 1768 probability is 0.39062875509262085 After iteration 1769 probability is 0.39062875509262085 After iteration 1770 probability is 0.39062875509262085 After iteration 1771 probability is 0.39062875509262085 After iteration 1772 probability is 0.39062875509262085 After iteration 1773 probability is 0.39062875509262085 After iteration 1774 probability is 0.39062875509262085 After iteration 1775 probability is 0.39062875509262085 After iteration 1776 probability is 0.39062875509262085 After iteration 1777 probability is 0.39062875509262085 After iteration 1778 probability is 0.39062875509262085 After iteration 1779 probability is 0.39062875509262085 After iteration 1780 probability is 0.39062875509262085 After iteration 1781 probability is 0.39062875509262085 After iteration 1782 probability is 0.39062875509262085 After iteration 1783 probability is 0.39062875509262085 After iteration 1784 probability is 0.39062875509262085 After iteration 1785 probability is 0.39062875509262085 After iteration 1786 probability is 0.39062875509262085 After iteration 1787 probability is 0.39062875509262085 After iteration 1788 probability is 0.39062875509262085 After iteration 1789 probability is 0.39062875509262085 After iteration 1790 probability is 0.39062875509262085 After iteration 1791 probability is 0.39062875509262085 After iteration 1792 probability is 0.39062875509262085 After iteration 1793 probability is 0.39062875509262085 After iteration 1794 probability is 0.39062875509262085 After iteration 1795 probability is 0.39062875509262085 After iteration 1796 probability is 0.39062875509262085 After iteration 1797 probability is 0.39062875509262085 After iteration 1798 probability is 0.39062875509262085 After iteration 1799 probability is 0.39062875509262085 After iteration 1800 probability is 0.39062875509262085 After iteration 1801 probability is 0.39062875509262085 After iteration 1802 probability is 0.39062875509262085 After iteration 1803 probability is 0.39062875509262085 After iteration 1804 probability is 0.39062875509262085 After iteration 1805 probability is 0.39062875509262085 After iteration 1806 probability is 0.39062875509262085 After iteration 1807 probability is 0.39062875509262085 After iteration 1808 probability is 0.39062875509262085 After iteration 1809 probability is 0.39062875509262085 After iteration 1810 probability is 0.39062875509262085 After iteration 1811 probability is 0.39062875509262085 After iteration 1812 probability is 0.39062875509262085 After iteration 1813 probability is 0.39062875509262085 After iteration 1814 probability is 0.39062875509262085 After iteration 1815 probability is 0.39062875509262085 After iteration 1816 probability is 0.39062875509262085 After iteration 1817 probability is 0.39062875509262085 After iteration 1818 probability is 0.39062875509262085 After iteration 1819 probability is 0.39062875509262085 After iteration 1820 probability is 0.39062875509262085 After iteration 1821 probability is 0.39062875509262085 After iteration 1822 probability is 0.39062875509262085 After iteration 1823 probability is 0.39062875509262085 After iteration 1824 probability is 0.39062875509262085 After iteration 1825 probability is 0.39062875509262085 After iteration 1826 probability is 0.39062875509262085 After iteration 1827 probability is 0.39062875509262085 After iteration 1828 probability is 0.39062875509262085 After iteration 1829 probability is 0.39062875509262085 After iteration 1830 probability is 0.39062875509262085 After iteration 1831 probability is 0.39062875509262085 After iteration 1832 probability is 0.39062875509262085 After iteration 1833 probability is 0.39062875509262085 After iteration 1834 probability is 0.39062875509262085 After iteration 1835 probability is 0.39062875509262085 After iteration 1836 probability is 0.39062875509262085 After iteration 1837 probability is 0.39062875509262085 After iteration 1838 probability is 0.39062875509262085 After iteration 1839 probability is 0.39062875509262085 After iteration 1840 probability is 0.39062875509262085 After iteration 1841 probability is 0.39062875509262085 After iteration 1842 probability is 0.39062875509262085 After iteration 1843 probability is 0.39062875509262085 After iteration 1844 probability is 0.39062875509262085 After iteration 1845 probability is 0.39062875509262085 After iteration 1846 probability is 0.39062875509262085 After iteration 1847 probability is 0.39062875509262085 After iteration 1848 probability is 0.39062875509262085 After iteration 1849 probability is 0.39062875509262085 After iteration 1850 probability is 0.39062875509262085 After iteration 1851 probability is 0.39062875509262085 After iteration 1852 probability is 0.39062875509262085 After iteration 1853 probability is 0.39062875509262085 After iteration 1854 probability is 0.3386217951774597 After iteration 1855 probability is 0.3386217951774597 After iteration 1856 probability is 0.3386217951774597 After iteration 1857 probability is 0.3386217951774597 After iteration 1858 probability is 0.3386217951774597 After iteration 1859 probability is 0.3386217951774597 After iteration 1860 probability is 0.3386217951774597 After iteration 1861 probability is 0.3386217951774597 After iteration 1862 probability is 0.3386217951774597 After iteration 1863 probability is 0.3386217951774597 After iteration 1864 probability is 0.3386217951774597 After iteration 1865 probability is 0.3386217951774597 After iteration 1866 probability is 0.3386217951774597 After iteration 1867 probability is 0.37697887420654297 After iteration 1868 probability is 0.37697887420654297 After iteration 1869 probability is 0.37697887420654297 After iteration 1870 probability is 0.37697887420654297 After iteration 1871 probability is 0.37697887420654297 After iteration 1872 probability is 0.37697887420654297 After iteration 1873 probability is 0.37697887420654297 After iteration 1874 probability is 0.37697887420654297 After iteration 1875 probability is 0.37697887420654297 After iteration 1876 probability is 0.37697887420654297 After iteration 1877 probability is 0.37697887420654297 After iteration 1878 probability is 0.37697887420654297 After iteration 1879 probability is 0.37697887420654297 After iteration 1880 probability is 0.37697887420654297 After iteration 1881 probability is 0.37697887420654297 After iteration 1882 probability is 0.37697887420654297 After iteration 1883 probability is 0.37697887420654297 After iteration 1884 probability is 0.37697887420654297 After iteration 1885 probability is 0.37697887420654297 After iteration 1886 probability is 0.37697887420654297 After iteration 1887 probability is 0.37697887420654297 After iteration 1888 probability is 0.37697887420654297 After iteration 1889 probability is 0.37697887420654297 After iteration 1890 probability is 0.37697887420654297 After iteration 1891 probability is 0.37697887420654297 After iteration 1892 probability is 0.37697887420654297 After iteration 1893 probability is 0.37697887420654297 After iteration 1894 probability is 0.37697887420654297 After iteration 1895 probability is 0.37697887420654297 After iteration 1896 probability is 0.37697887420654297 After iteration 1897 probability is 0.37697887420654297 After iteration 1898 probability is 0.37697887420654297 After iteration 1899 probability is 0.37697887420654297 After iteration 1900 probability is 0.37697887420654297 After iteration 1901 probability is 0.37697887420654297 After iteration 1902 probability is 0.37697887420654297 After iteration 1903 probability is 0.37697887420654297 After iteration 1904 probability is 0.37697887420654297 After iteration 1905 probability is 0.37697887420654297 After iteration 1906 probability is 0.37697887420654297 After iteration 1907 probability is 0.37697887420654297 After iteration 1908 probability is 0.45855700969696045 After iteration 1909 probability is 0.45855700969696045 After iteration 1910 probability is 0.45855700969696045 After iteration 1911 probability is 0.45855700969696045 After iteration 1912 probability is 0.45855700969696045 After iteration 1913 probability is 0.45855700969696045 After iteration 1914 probability is 0.45855700969696045 After iteration 1915 probability is 0.45855700969696045 After iteration 1916 probability is 0.45855700969696045 After iteration 1917 probability is 0.45855700969696045 After iteration 1918 probability is 0.45855700969696045 After iteration 1919 probability is 0.45855700969696045 After iteration 1920 probability is 0.45855700969696045 After iteration 1921 probability is 0.45855700969696045 After iteration 1922 probability is 0.45855700969696045 After iteration 1923 probability is 0.45855700969696045 After iteration 1924 probability is 0.45855700969696045 After iteration 1925 probability is 0.45855700969696045 After iteration 1926 probability is 0.45855700969696045 After iteration 1927 probability is 0.45855700969696045 After iteration 1928 probability is 0.45855700969696045 After iteration 1929 probability is 0.45855700969696045 After iteration 1930 probability is 0.45855700969696045 After iteration 1931 probability is 0.45855700969696045 After iteration 1932 probability is 0.45855700969696045 After iteration 1933 probability is 0.45855700969696045 After iteration 1934 probability is 0.45855700969696045 After iteration 1935 probability is 0.45855700969696045 After iteration 1936 probability is 0.45855700969696045 After iteration 1937 probability is 0.45855700969696045 After iteration 1938 probability is 0.45855700969696045 After iteration 1939 probability is 0.45855700969696045 After iteration 1940 probability is 0.45855700969696045 After iteration 1941 probability is 0.45855700969696045 After iteration 1942 probability is 0.45855700969696045 After iteration 1943 probability is 0.45855700969696045 After iteration 1944 probability is 0.45855700969696045 After iteration 1945 probability is 0.45855700969696045 After iteration 1946 probability is 0.45855700969696045 After iteration 1947 probability is 0.45855700969696045 After iteration 1948 probability is 0.45855700969696045 After iteration 1949 probability is 0.45855700969696045 After iteration 1950 probability is 0.45855700969696045 After iteration 1951 probability is 0.45855700969696045 After iteration 1952 probability is 0.45855700969696045 After iteration 1953 probability is 0.45855700969696045 After iteration 1954 probability is 0.45855700969696045 After iteration 1955 probability is 0.45855700969696045 After iteration 1956 probability is 0.45855700969696045 After iteration 1957 probability is 0.45855700969696045 After iteration 1958 probability is 0.45855700969696045 After iteration 1959 probability is 0.45855700969696045 After iteration 1960 probability is 0.45855700969696045 After iteration 1961 probability is 0.45855700969696045 After iteration 1962 probability is 0.45855700969696045 After iteration 1963 probability is 0.45855700969696045 After iteration 1964 probability is 0.45855700969696045 After iteration 1965 probability is 0.45855700969696045 After iteration 1966 probability is 0.45855700969696045 After iteration 1967 probability is 0.45855700969696045 After iteration 1968 probability is 0.45855700969696045 After iteration 1969 probability is 0.45855700969696045 After iteration 1970 probability is 0.45855700969696045 After iteration 1971 probability is 0.45855700969696045 After iteration 1972 probability is 0.45855700969696045 After iteration 1973 probability is 0.45855700969696045 After iteration 1974 probability is 0.45855700969696045 After iteration 1975 probability is 0.45855700969696045 After iteration 1976 probability is 0.45855700969696045 After iteration 1977 probability is 0.45855700969696045 After iteration 1978 probability is 0.45855700969696045 After iteration 1979 probability is 0.45855700969696045 After iteration 1980 probability is 0.45855700969696045 After iteration 1981 probability is 0.45855700969696045 After iteration 1982 probability is 0.45855700969696045 After iteration 1983 probability is 0.45855700969696045 After iteration 1984 probability is 0.45855700969696045 After iteration 1985 probability is 0.45855700969696045 After iteration 1986 probability is 0.45855700969696045 After iteration 1987 probability is 0.45855700969696045 After iteration 1988 probability is 0.45855700969696045 After iteration 1989 probability is 0.45855700969696045 After iteration 1990 probability is 0.45855700969696045 After iteration 1991 probability is 0.45855700969696045 After iteration 1992 probability is 0.45855700969696045 After iteration 1993 probability is 0.45855700969696045 After iteration 1994 probability is 0.45855700969696045 After iteration 1995 probability is 0.45855700969696045 After iteration 1996 probability is 0.45855700969696045 After iteration 1997 probability is 0.45855700969696045 After iteration 1998 probability is 0.45855700969696045 After iteration 1999 probability is 0.45855700969696045 After iteration 2000 probability is 0.45855700969696045 After iteration 2001 probability is 0.45855700969696045 After iteration 2002 probability is 0.45855700969696045 After iteration 2003 probability is 0.45855700969696045 After iteration 2004 probability is 0.45855700969696045 After iteration 2005 probability is 0.45855700969696045 After iteration 2006 probability is 0.45855700969696045 After iteration 2007 probability is 0.45855700969696045 After iteration 2008 probability is 0.45855700969696045 After iteration 2009 probability is 0.45855700969696045 After iteration 2010 probability is 0.45855700969696045 After iteration 2011 probability is 0.45855700969696045 After iteration 2012 probability is 0.45855700969696045 After iteration 2013 probability is 0.45855700969696045 After iteration 2014 probability is 0.45855700969696045 After iteration 2015 probability is 0.45855700969696045 After iteration 2016 probability is 0.45855700969696045 After iteration 2017 probability is 0.45855700969696045 After iteration 2018 probability is 0.45855700969696045 After iteration 2019 probability is 0.45855700969696045 After iteration 2020 probability is 0.45855700969696045 After iteration 2021 probability is 0.45855700969696045 After iteration 2022 probability is 0.45855700969696045 After iteration 2023 probability is 0.45855700969696045 After iteration 2024 probability is 0.45855700969696045 After iteration 2025 probability is 0.45855700969696045 After iteration 2026 probability is 0.45855700969696045 After iteration 2027 probability is 0.45855700969696045 After iteration 2028 probability is 0.45855700969696045 After iteration 2029 probability is 0.45855700969696045 After iteration 2030 probability is 0.45855700969696045 After iteration 2031 probability is 0.45855700969696045 After iteration 2032 probability is 0.45855700969696045 After iteration 2033 probability is 0.45855700969696045 After iteration 2034 probability is 0.45855700969696045 After iteration 2035 probability is 0.45855700969696045 After iteration 2036 probability is 0.45855700969696045 After iteration 2037 probability is 0.45855700969696045 After iteration 2038 probability is 0.45855700969696045 After iteration 2039 probability is 0.45855700969696045 After iteration 2040 probability is 0.45855700969696045 After iteration 2041 probability is 0.45855700969696045 After iteration 2042 probability is 0.45855700969696045 After iteration 2043 probability is 0.45855700969696045 After iteration 2044 probability is 0.45855700969696045 After iteration 2045 probability is 0.45855700969696045 After iteration 2046 probability is 0.45855700969696045 After iteration 2047 probability is 0.45855700969696045 After iteration 2048 probability is 0.45855700969696045 After iteration 2049 probability is 0.45855700969696045 After iteration 2050 probability is 0.45855700969696045 After iteration 2051 probability is 0.45855700969696045 After iteration 2052 probability is 0.45855700969696045 After iteration 2053 probability is 0.45855700969696045 After iteration 2054 probability is 0.45855700969696045 After iteration 2055 probability is 0.45855700969696045 After iteration 2056 probability is 0.45855700969696045 After iteration 2057 probability is 0.45855700969696045 After iteration 2058 probability is 0.45855700969696045 After iteration 2059 probability is 0.45855700969696045 After iteration 2060 probability is 0.45855700969696045 After iteration 2061 probability is 0.45855700969696045 After iteration 2062 probability is 0.45855700969696045 After iteration 2063 probability is 0.45855700969696045 After iteration 2064 probability is 0.45855700969696045 After iteration 2065 probability is 0.45855700969696045 After iteration 2066 probability is 0.45855700969696045 After iteration 2067 probability is 0.39306050539016724 After iteration 2068 probability is 0.39306050539016724 After iteration 2069 probability is 0.39306050539016724 After iteration 2070 probability is 0.39306050539016724 After iteration 2071 probability is 0.39306050539016724 After iteration 2072 probability is 0.39306050539016724 After iteration 2073 probability is 0.39306050539016724 After iteration 2074 probability is 0.39306050539016724 After iteration 2075 probability is 0.39306050539016724 After iteration 2076 probability is 0.39306050539016724 After iteration 2077 probability is 0.39306050539016724 After iteration 2078 probability is 0.39306050539016724 After iteration 2079 probability is 0.39306050539016724 After iteration 2080 probability is 0.39306050539016724 After iteration 2081 probability is 0.39306050539016724 After iteration 2082 probability is 0.39306050539016724 After iteration 2083 probability is 0.39306050539016724 After iteration 2084 probability is 0.39306050539016724 After iteration 2085 probability is 0.39306050539016724 After iteration 2086 probability is 0.39306050539016724 After iteration 2087 probability is 0.39306050539016724 After iteration 2088 probability is 0.39306050539016724 After iteration 2089 probability is 0.39306050539016724 After iteration 2090 probability is 0.39306050539016724 After iteration 2091 probability is 0.39306050539016724 After iteration 2092 probability is 0.39306050539016724 After iteration 2093 probability is 0.39306050539016724 After iteration 2094 probability is 0.39306050539016724 After iteration 2095 probability is 0.39306050539016724 After iteration 2096 probability is 0.39306050539016724 After iteration 2097 probability is 0.39306050539016724 After iteration 2098 probability is 0.39306050539016724 After iteration 2099 probability is 0.39306050539016724 After iteration 2100 probability is 0.39306050539016724 After iteration 2101 probability is 0.39306050539016724 After iteration 2102 probability is 0.39306050539016724 After iteration 2103 probability is 0.39306050539016724 After iteration 2104 probability is 0.39306050539016724 After iteration 2105 probability is 0.39306050539016724 After iteration 2106 probability is 0.39306050539016724 After iteration 2107 probability is 0.39306050539016724 After iteration 2108 probability is 0.39306050539016724 After iteration 2109 probability is 0.39306050539016724 After iteration 2110 probability is 0.39306050539016724 After iteration 2111 probability is 0.39306050539016724 After iteration 2112 probability is 0.39306050539016724 After iteration 2113 probability is 0.39306050539016724 After iteration 2114 probability is 0.39306050539016724 After iteration 2115 probability is 0.39306050539016724 After iteration 2116 probability is 0.39306050539016724 After iteration 2117 probability is 0.39306050539016724 After iteration 2118 probability is 0.39306050539016724 After iteration 2119 probability is 0.39306050539016724 After iteration 2120 probability is 0.39306050539016724 After iteration 2121 probability is 0.39306050539016724 After iteration 2122 probability is 0.39306050539016724 After iteration 2123 probability is 0.39306050539016724 After iteration 2124 probability is 0.4086475968360901 After iteration 2125 probability is 0.4086475968360901 After iteration 2126 probability is 0.4086475968360901 After iteration 2127 probability is 0.4086475968360901 After iteration 2128 probability is 0.4086475968360901 After iteration 2129 probability is 0.4086475968360901 After iteration 2130 probability is 0.4086475968360901 After iteration 2131 probability is 0.4086475968360901 After iteration 2132 probability is 0.4086475968360901 After iteration 2133 probability is 0.4086475968360901 After iteration 2134 probability is 0.4086475968360901 After iteration 2135 probability is 0.4086475968360901 After iteration 2136 probability is 0.4086475968360901 After iteration 2137 probability is 0.4086475968360901 After iteration 2138 probability is 0.4086475968360901 After iteration 2139 probability is 0.4086475968360901 After iteration 2140 probability is 0.4086475968360901 After iteration 2141 probability is 0.4086475968360901 After iteration 2142 probability is 0.4086475968360901 After iteration 2143 probability is 0.4086475968360901 After iteration 2144 probability is 0.4086475968360901 After iteration 2145 probability is 0.4086475968360901 After iteration 2146 probability is 0.4086475968360901 After iteration 2147 probability is 0.4086475968360901 After iteration 2148 probability is 0.4086475968360901 After iteration 2149 probability is 0.4086475968360901 After iteration 2150 probability is 0.4086475968360901 After iteration 2151 probability is 0.4086475968360901 After iteration 2152 probability is 0.4086475968360901 After iteration 2153 probability is 0.4086475968360901 After iteration 2154 probability is 0.4086475968360901 After iteration 2155 probability is 0.4086475968360901 After iteration 2156 probability is 0.4086475968360901 After iteration 2157 probability is 0.4086475968360901 After iteration 2158 probability is 0.4086475968360901 After iteration 2159 probability is 0.4086475968360901 After iteration 2160 probability is 0.4086475968360901 After iteration 2161 probability is 0.4086475968360901 After iteration 2162 probability is 0.4086475968360901 After iteration 2163 probability is 0.4086475968360901 After iteration 2164 probability is 0.4086475968360901 After iteration 2165 probability is 0.4086475968360901 After iteration 2166 probability is 0.4086475968360901 After iteration 2167 probability is 0.4086475968360901 After iteration 2168 probability is 0.4086475968360901 After iteration 2169 probability is 0.4086475968360901 After iteration 2170 probability is 0.4086475968360901 After iteration 2171 probability is 0.44183969497680664 After iteration 2172 probability is 0.44183969497680664 After iteration 2173 probability is 0.44183969497680664 After iteration 2174 probability is 0.44183969497680664 After iteration 2175 probability is 0.44183969497680664 After iteration 2176 probability is 0.44183969497680664 After iteration 2177 probability is 0.44183969497680664 After iteration 2178 probability is 0.44183969497680664 After iteration 2179 probability is 0.44183969497680664 After iteration 2180 probability is 0.44183969497680664 After iteration 2181 probability is 0.44183969497680664 After iteration 2182 probability is 0.44183969497680664 After iteration 2183 probability is 0.44183969497680664 After iteration 2184 probability is 0.44183969497680664 After iteration 2185 probability is 0.44183969497680664 After iteration 2186 probability is 0.44183969497680664 After iteration 2187 probability is 0.44183969497680664 After iteration 2188 probability is 0.44183969497680664 After iteration 2189 probability is 0.44183969497680664 After iteration 2190 probability is 0.44183969497680664 After iteration 2191 probability is 0.44183969497680664 After iteration 2192 probability is 0.44183969497680664 After iteration 2193 probability is 0.44183969497680664 After iteration 2194 probability is 0.44183969497680664 After iteration 2195 probability is 0.44183969497680664 After iteration 2196 probability is 0.44183969497680664 After iteration 2197 probability is 0.44183969497680664 After iteration 2198 probability is 0.44183969497680664 After iteration 2199 probability is 0.44183969497680664 After iteration 2200 probability is 0.44183969497680664 After iteration 2201 probability is 0.44183969497680664 After iteration 2202 probability is 0.44183969497680664 After iteration 2203 probability is 0.44183969497680664 After iteration 2204 probability is 0.44183969497680664 After iteration 2205 probability is 0.44183969497680664 After iteration 2206 probability is 0.44183969497680664 After iteration 2207 probability is 0.44183969497680664 After iteration 2208 probability is 0.44183969497680664 After iteration 2209 probability is 0.44183969497680664 After iteration 2210 probability is 0.44183969497680664 After iteration 2211 probability is 0.44183969497680664 After iteration 2212 probability is 0.44183969497680664 After iteration 2213 probability is 0.44183969497680664 After iteration 2214 probability is 0.44183969497680664 After iteration 2215 probability is 0.44183969497680664 After iteration 2216 probability is 0.44183969497680664 After iteration 2217 probability is 0.44183969497680664 After iteration 2218 probability is 0.44183969497680664 After iteration 2219 probability is 0.44183969497680664 After iteration 2220 probability is 0.44183969497680664 After iteration 2221 probability is 0.44183969497680664 After iteration 2222 probability is 0.44183969497680664 After iteration 2223 probability is 0.44183969497680664 After iteration 2224 probability is 0.44183969497680664 After iteration 2225 probability is 0.44183969497680664 After iteration 2226 probability is 0.44183969497680664 After iteration 2227 probability is 0.44183969497680664 After iteration 2228 probability is 0.44183969497680664 After iteration 2229 probability is 0.44183969497680664 After iteration 2230 probability is 0.44183969497680664 After iteration 2231 probability is 0.44183969497680664 After iteration 2232 probability is 0.44183969497680664 After iteration 2233 probability is 0.44183969497680664 After iteration 2234 probability is 0.44183969497680664 After iteration 2235 probability is 0.44183969497680664 After iteration 2236 probability is 0.44183969497680664 After iteration 2237 probability is 0.44183969497680664 After iteration 2238 probability is 0.44183969497680664 After iteration 2239 probability is 0.44183969497680664 After iteration 2240 probability is 0.44183969497680664 After iteration 2241 probability is 0.44183969497680664 After iteration 2242 probability is 0.44183969497680664 After iteration 2243 probability is 0.44183969497680664 After iteration 2244 probability is 0.44183969497680664 After iteration 2245 probability is 0.44183969497680664 After iteration 2246 probability is 0.44183969497680664 After iteration 2247 probability is 0.44183969497680664 After iteration 2248 probability is 0.44183969497680664 After iteration 2249 probability is 0.44183969497680664 After iteration 2250 probability is 0.44183969497680664 After iteration 2251 probability is 0.44183969497680664 After iteration 2252 probability is 0.44183969497680664 After iteration 2253 probability is 0.44183969497680664 After iteration 2254 probability is 0.44183969497680664 After iteration 2255 probability is 0.44183969497680664 After iteration 2256 probability is 0.44183969497680664 After iteration 2257 probability is 0.44183969497680664 After iteration 2258 probability is 0.44183969497680664 After iteration 2259 probability is 0.44183969497680664 After iteration 2260 probability is 0.44183969497680664 After iteration 2261 probability is 0.44183969497680664 After iteration 2262 probability is 0.44183969497680664 After iteration 2263 probability is 0.44183969497680664 After iteration 2264 probability is 0.44183969497680664 After iteration 2265 probability is 0.44183969497680664 After iteration 2266 probability is 0.44183969497680664 After iteration 2267 probability is 0.44183969497680664 After iteration 2268 probability is 0.44183969497680664 After iteration 2269 probability is 0.44183969497680664 After iteration 2270 probability is 0.44183969497680664 After iteration 2271 probability is 0.44183969497680664 After iteration 2272 probability is 0.44183969497680664 After iteration 2273 probability is 0.44183969497680664 After iteration 2274 probability is 0.44183969497680664 After iteration 2275 probability is 0.44183969497680664 After iteration 2276 probability is 0.44183969497680664 After iteration 2277 probability is 0.44183969497680664 After iteration 2278 probability is 0.44183969497680664 After iteration 2279 probability is 0.44183969497680664 After iteration 2280 probability is 0.44183969497680664 After iteration 2281 probability is 0.44183969497680664 After iteration 2282 probability is 0.44183969497680664 After iteration 2283 probability is 0.44183969497680664 After iteration 2284 probability is 0.44183969497680664 After iteration 2285 probability is 0.44183969497680664 After iteration 2286 probability is 0.44183969497680664 After iteration 2287 probability is 0.44183969497680664 After iteration 2288 probability is 0.44183969497680664 After iteration 2289 probability is 0.44183969497680664 After iteration 2290 probability is 0.44183969497680664 After iteration 2291 probability is 0.44183969497680664 After iteration 2292 probability is 0.44183969497680664 After iteration 2293 probability is 0.44183969497680664 After iteration 2294 probability is 0.44183969497680664 After iteration 2295 probability is 0.44183969497680664 After iteration 2296 probability is 0.44183969497680664 After iteration 2297 probability is 0.44183969497680664 After iteration 2298 probability is 0.44183969497680664 After iteration 2299 probability is 0.44183969497680664 After iteration 2300 probability is 0.44183969497680664 After iteration 2301 probability is 0.44183969497680664 After iteration 2302 probability is 0.44183969497680664 After iteration 2303 probability is 0.44183969497680664 After iteration 2304 probability is 0.44183969497680664 After iteration 2305 probability is 0.44183969497680664 After iteration 2306 probability is 0.44183969497680664 After iteration 2307 probability is 0.44183969497680664 After iteration 2308 probability is 0.44183969497680664 After iteration 2309 probability is 0.44183969497680664 After iteration 2310 probability is 0.44183969497680664 After iteration 2311 probability is 0.44183969497680664 After iteration 2312 probability is 0.44183969497680664 After iteration 2313 probability is 0.44183969497680664 After iteration 2314 probability is 0.44183969497680664 After iteration 2315 probability is 0.44183969497680664 After iteration 2316 probability is 0.44183969497680664 After iteration 2317 probability is 0.44183969497680664 After iteration 2318 probability is 0.44183969497680664 After iteration 2319 probability is 0.44183969497680664 After iteration 2320 probability is 0.44183969497680664 After iteration 2321 probability is 0.44183969497680664 After iteration 2322 probability is 0.44183969497680664 After iteration 2323 probability is 0.44183969497680664 After iteration 2324 probability is 0.44183969497680664 After iteration 2325 probability is 0.44183969497680664 After iteration 2326 probability is 0.44183969497680664 After iteration 2327 probability is 0.44183969497680664 After iteration 2328 probability is 0.44183969497680664 After iteration 2329 probability is 0.44183969497680664 After iteration 2330 probability is 0.44183969497680664 After iteration 2331 probability is 0.44183969497680664 After iteration 2332 probability is 0.44183969497680664 After iteration 2333 probability is 0.44183969497680664 After iteration 2334 probability is 0.44183969497680664 After iteration 2335 probability is 0.44183969497680664 After iteration 2336 probability is 0.5637211799621582 After iteration 2337 probability is 0.5637211799621582 After iteration 2338 probability is 0.5637211799621582 After iteration 2339 probability is 0.5637211799621582 After iteration 2340 probability is 0.5637211799621582 After iteration 2341 probability is 0.5637211799621582 After iteration 2342 probability is 0.5637211799621582 After iteration 2343 probability is 0.5637211799621582 After iteration 2344 probability is 0.5637211799621582 After iteration 2345 probability is 0.5637211799621582 After iteration 2346 probability is 0.5637211799621582 After iteration 2347 probability is 0.5637211799621582 After iteration 2348 probability is 0.5637211799621582 After iteration 2349 probability is 0.5637211799621582 After iteration 2350 probability is 0.5637211799621582 After iteration 2351 probability is 0.5637211799621582 After iteration 2352 probability is 0.5637211799621582 After iteration 2353 probability is 0.5637211799621582 After iteration 2354 probability is 0.5637211799621582 After iteration 2355 probability is 0.5637211799621582 After iteration 2356 probability is 0.5637211799621582 After iteration 2357 probability is 0.5637211799621582 After iteration 2358 probability is 0.5637211799621582 After iteration 2359 probability is 0.5637211799621582 After iteration 2360 probability is 0.5637211799621582 After iteration 2361 probability is 0.5637211799621582 After iteration 2362 probability is 0.5637211799621582 After iteration 2363 probability is 0.5637211799621582 After iteration 2364 probability is 0.5637211799621582 After iteration 2365 probability is 0.5637211799621582 After iteration 2366 probability is 0.5637211799621582 After iteration 2367 probability is 0.5637211799621582 After iteration 2368 probability is 0.5637211799621582 After iteration 2369 probability is 0.5637211799621582 After iteration 2370 probability is 0.5637211799621582 After iteration 2371 probability is 0.5637211799621582 After iteration 2372 probability is 0.5637211799621582 After iteration 2373 probability is 0.5637211799621582 After iteration 2374 probability is 0.5637211799621582 After iteration 2375 probability is 0.5637211799621582 After iteration 2376 probability is 0.5637211799621582 After iteration 2377 probability is 0.5637211799621582 After iteration 2378 probability is 0.5637211799621582 After iteration 2379 probability is 0.5637211799621582 After iteration 2380 probability is 0.5637211799621582 After iteration 2381 probability is 0.5637211799621582 After iteration 2382 probability is 0.5637211799621582 After iteration 2383 probability is 0.5637211799621582 After iteration 2384 probability is 0.5637211799621582 After iteration 2385 probability is 0.5637211799621582 After iteration 2386 probability is 0.5637211799621582 After iteration 2387 probability is 0.5637211799621582 After iteration 2388 probability is 0.5637211799621582 After iteration 2389 probability is 0.5637211799621582 After iteration 2390 probability is 0.5637211799621582 After iteration 2391 probability is 0.5637211799621582 After iteration 2392 probability is 0.5637211799621582 After iteration 2393 probability is 0.5637211799621582 After iteration 2394 probability is 0.5637211799621582 After iteration 2395 probability is 0.5637211799621582 After iteration 2396 probability is 0.5637211799621582 After iteration 2397 probability is 0.5637211799621582 After iteration 2398 probability is 0.5637211799621582 After iteration 2399 probability is 0.5637211799621582 After iteration 2400 probability is 0.5637211799621582 After iteration 2401 probability is 0.5637211799621582 After iteration 2402 probability is 0.5637211799621582 After iteration 2403 probability is 0.5637211799621582 After iteration 2404 probability is 0.5637211799621582 After iteration 2405 probability is 0.5637211799621582 After iteration 2406 probability is 0.5637211799621582 After iteration 2407 probability is 0.5637211799621582 After iteration 2408 probability is 0.5637211799621582 After iteration 2409 probability is 0.5637211799621582 After iteration 2410 probability is 0.5637211799621582 After iteration 2411 probability is 0.5984952449798584 After iteration 2412 probability is 0.5984952449798584 After iteration 2413 probability is 0.5984952449798584 After iteration 2414 probability is 0.5984952449798584 After iteration 2415 probability is 0.5984952449798584 After iteration 2416 probability is 0.5984952449798584 After iteration 2417 probability is 0.5984952449798584 After iteration 2418 probability is 0.5984952449798584 After iteration 2419 probability is 0.5984952449798584 After iteration 2420 probability is 0.5984952449798584 After iteration 2421 probability is 0.5984952449798584 After iteration 2422 probability is 0.5984952449798584 After iteration 2423 probability is 0.5984952449798584 After iteration 2424 probability is 0.5984952449798584 After iteration 2425 probability is 0.5984952449798584 After iteration 2426 probability is 0.5984952449798584 After iteration 2427 probability is 0.5984952449798584 After iteration 2428 probability is 0.5984952449798584 After iteration 2429 probability is 0.5984952449798584 After iteration 2430 probability is 0.5984952449798584 After iteration 2431 probability is 0.5984952449798584 After iteration 2432 probability is 0.5984952449798584 After iteration 2433 probability is 0.5984952449798584 After iteration 2434 probability is 0.5984952449798584 After iteration 2435 probability is 0.5984952449798584 After iteration 2436 probability is 0.5984952449798584 After iteration 2437 probability is 0.5984952449798584 After iteration 2438 probability is 0.5984952449798584 After iteration 2439 probability is 0.5984952449798584 After iteration 2440 probability is 0.5984952449798584 After iteration 2441 probability is 0.5984952449798584 After iteration 2442 probability is 0.5984952449798584 After iteration 2443 probability is 0.5984952449798584 After iteration 2444 probability is 0.5984952449798584 After iteration 2445 probability is 0.5984952449798584 After iteration 2446 probability is 0.5984952449798584 After iteration 2447 probability is 0.5984952449798584 After iteration 2448 probability is 0.5984952449798584 After iteration 2449 probability is 0.5984952449798584 After iteration 2450 probability is 0.5984952449798584 After iteration 2451 probability is 0.5984952449798584 After iteration 2452 probability is 0.5984952449798584 After iteration 2453 probability is 0.5984952449798584 After iteration 2454 probability is 0.5984952449798584 After iteration 2455 probability is 0.5984952449798584 After iteration 2456 probability is 0.5984952449798584 After iteration 2457 probability is 0.5984952449798584 After iteration 2458 probability is 0.5984952449798584 After iteration 2459 probability is 0.5984952449798584 After iteration 2460 probability is 0.5984952449798584 After iteration 2461 probability is 0.5984952449798584 After iteration 2462 probability is 0.5984952449798584 After iteration 2463 probability is 0.5984952449798584 After iteration 2464 probability is 0.5984952449798584 After iteration 2465 probability is 0.5984952449798584 After iteration 2466 probability is 0.5984952449798584 After iteration 2467 probability is 0.5984952449798584 After iteration 2468 probability is 0.5984952449798584 After iteration 2469 probability is 0.5984952449798584 After iteration 2470 probability is 0.5984952449798584 After iteration 2471 probability is 0.5984952449798584 After iteration 2472 probability is 0.5984952449798584 After iteration 2473 probability is 0.5984952449798584 After iteration 2474 probability is 0.5984952449798584 After iteration 2475 probability is 0.5984952449798584 After iteration 2476 probability is 0.5984952449798584 After iteration 2477 probability is 0.5984952449798584 After iteration 2478 probability is 0.5984952449798584 After iteration 2479 probability is 0.5984952449798584 After iteration 2480 probability is 0.5984952449798584 After iteration 2481 probability is 0.5984952449798584 After iteration 2482 probability is 0.5984952449798584 After iteration 2483 probability is 0.7337015867233276 New predicted class is 0
imp_col_list = ['X5','X9','X13','X15','X20','X24','X29','X33','X34','X37','X43','X45','X58','X60','X61']
print("Recommended Changes for Specific Columns:\n")
for col in specific.keys():
if trial4[col][0]<trial_original[col][0]:
print("Decrease {} by {} : {} ----> {}".format(col,(trial_original[col][0]-trial4[col][0]).round(4),trial_original[col][0].round(4),trial4[col][0].round(4)))
elif trial4[col][0]>trial_original[col][0]:
print("Increase {} by {} : {} ----> {}".format(col,(trial4[col][0]-trial_original[col][0]).round(4),trial_original[col][0].round(4),trial4[col][0].round(4)))
Recommended Changes for Specific Columns: Increase X24 by 8.9388 : -0.0613 ----> 8.8775 Increase X5 by 8.6905 : -21.1645 ----> -12.474 Decrease X9 by 8.4422 : 1.7463 ----> -6.6959 Decrease X20 by 8.1939 : 8.7271 ----> 0.5332 Increase X37 by 7.9456 : 5.7568 ----> 13.7024 Increase X45 by 7.6973 : -2.6199 ----> 5.0774 Decrease X61 by 7.449 : 11.6132 ----> 4.1642 Increase X33 by 7.2007 : 5.8286 ----> 13.0293 Increase X60 by 6.9524 : 42.7095 ----> 49.6619 Decrease X58 by 6.7041 : 0.8845 ----> -5.8196 Decrease X43 by 6.4558 : 53.2617 ----> 46.8059 Decrease X15 by 6.2075 : -1434.4087 ----> -1440.6162 Increase X13 by 5.9592 : -0.0586 ----> 5.9006 Increase X55 by 5.7109 : -63.0291 ----> -57.3182 Increase X21 by 5.4626 : 1.008 ----> 6.4706 Decrease X30 by 5.2143 : 0.216 ----> -4.9983 Increase X8 by 4.966 : 1.7028 ----> 6.6688 Decrease X59 by 4.7177 : 0.1029 ----> -4.6148 Increase X27 by 4.4694 : -6.0297 ----> -1.5603 Decrease X2 by 4.2211 : 0.4036 ----> -3.8175
l = [specific_with_weight,all_with_weight]
title = ['For Specific Columns', 'For All Columns']
for i in range(2):
plt.figure(figsize = (10,5))
l[i].Probability.plot()
plt.title(title[i],fontsize = 15,fontweight = 'bold')
plt.xlabel("Iterations")
plt.ylabel("Prediction Probability")
plt.show()
print("--------------------------------------------------------")
--------------------------------------------------------
--------------------------------------------------------
b1 = df_1[df_1['Y']==1].reset_index()
b1.drop(['index','Y'],axis = 1,inplace = True)
b2 = df_2[df_2['Y']==1].reset_index()
b2.drop(['index','Y'],axis = 1,inplace = True)
b3 = df_3[df_3['Y']==1].reset_index()
b3.drop(['index','Y'],axis = 1,inplace = True)
b4 = df_4[df_4['Y']==1].reset_index()
b4.drop(['index','Y'],axis = 1,inplace = True)
b5 = df_5[df_5['Y']==1].reset_index()
b5.drop(['index','Y'],axis = 1,inplace = True)
b_list = [b1,b2,b3,b4,b5]
for i in range(5):
year = []
for r in range(len(b_list[i])):
year.append(5-i)
b_list[i]['Year'] = year
final_b = pd.concat([b1,b2,b3,b4,b5]).reset_index()
final_b.drop(['index'],axis = 1,inplace = True)
final_b.head()
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.030372 | 0.87446 | 0.081671 | 1.09500 | -76.581 | 0.000000 | 0.14357 | 1.96770 | 0.12554 | 0.044795 | 0.027926 | 5808.70 | 90.394 | 1.253767 | 0.038522 | -7.51200 | 1.399700 | 3.9068 | 0.43801 | 159.77 | 2.3207 | 2.2822 | 2.0370 | 104.09000 | -7.140300 | 169.480 | 79.083 | 0.062327 | 659.00 | 0.001575 | 0.241920 | 0.97971 | 0.034768 | 4.0379 | 4.6154 | 33.7230 | 5 |
| 1 | 0.032686 | 0.82775 | 0.020096 | 1.05040 | -41.614 | 0.000000 | 0.20809 | 1.05460 | 0.17225 | 0.103510 | 0.054673 | 5240.00 | 38.788 | 1.137233 | 0.041231 | 3.34260 | 0.034556 | 4.4577 | 0.77163 | 143.82 | 2.5539 | 1.2290 | 1.0714 | 1.25650 | 0.465570 | 131.770 | 92.980 | 0.291660 | 576.55 | 0.041392 | 0.189770 | 0.96152 | 1.415700 | 9.4101 | 3.9256 | 1.8134 | 5 |
| 2 | 0.075803 | 0.76057 | -0.199050 | 0.51163 | -57.769 | 0.000000 | 0.31476 | 1.65730 | 0.23940 | 0.219640 | 0.054016 | 3101.00 | 10.247 | 0.999313 | 0.089522 | 4.33400 | -0.251510 | 4.5686 | 0.45638 | 117.96 | 3.8397 | 2.0577 | 1.6783 | 0.56578 | 0.246790 | 43.779 | 33.532 | 1.629100 | -7371.00 | 0.239020 | 0.316640 | 0.78417 | 1.196100 | 35.6190 | 10.8850 | 2.0941 | 5 |
| 3 | 0.009294 | 0.78609 | 0.078110 | 1.14330 | -90.070 | -0.017461 | 0.27211 | 0.99192 | 0.21391 | 0.020144 | 0.020257 | 14280.00 | 117.330 | 1.172367 | 0.010984 | 0.15579 | 0.207390 | 5.1955 | 0.71237 | 204.63 | 1.8074 | 1.2537 | 1.1054 | 1.41430 | 0.979610 | 198.830 | 81.501 | 0.029150 | 12253.00 | 0.019492 | 0.043451 | 0.89153 | 1.006600 | 3.1110 | 4.4785 | 2.6336 | 5 |
| 4 | 0.189570 | 0.58140 | 0.128860 | 1.22780 | -24.097 | 0.000000 | 0.71951 | 3.61120 | 0.41832 | 0.424090 | 0.078400 | 749.55 | 33.273 | 1.161700 | 0.239900 | 7.52510 | 0.421860 | 3.5592 | 0.15863 | 61.89 | 5.9431 | 5.7823 | 3.6360 | 27.03100 | 0.064121 | 67.132 | 33.859 | 0.575870 | 467.00 | 0.076182 | 0.453170 | 0.92460 | 0.032309 | 10.9700 | 10.7800 | 11.8220 | 5 |
X_b = final_b.drop(['Year'],axis = 1)
y_b = final_b['Year']
X_b_train,X_b_test,y_b_train,y_b_test = train_test_split(X_b,y_b,test_size = 0.3,stratify = y_b)
rf_b = RandomForestClassifier()
rf_b.fit(X_b_train,y_b_train)
rf_b.score(X_b_test,y_b_test)
0.9851381966470322
def print_class(t):
print("Predicted Class :",xgb.predict(t)[0])
print("Predicted No of Years in which company will go bankrupt :",rf_b.predict(t)[0])
print("Probability of it belonging to 1 class :",xgb.predict_proba(t)[0][1])
print("Probability of it belonging to 0 class :",xgb.predict_proba(t)[0][0])
def change(t):
prob = {
'Iterations':[],
'Probability':[]
}
i = 0
print("Initial probability :",xgb.predict_proba(t)[0][0])
while(xgb.predict_proba(t)[0][0]<=0.85):
for col,weight in ordered_corr_feature.items():
if col in pos_all:
t[col].values[0] -= 0.01*weight
elif col in neg_all:
t[col].values[0] += 0.01*weight
i = i+1
prob['Iterations'].append(i)
prob['Probability'].append(xgb.predict_proba(t)[0][0])
print("After iteration {} probability is {}".format(i,xgb.predict_proba(t)[0][0]))
print("\nNew predicted class is ",xgb.predict(t)[0])
all_with_weight = pd.DataFrame(prob)
def recommended_changes(t,o):
print("Recommended Changes :\n")
for col in ordered_corr_feature.keys():
if t[col][0]<o[col][0]:
print("Decrease {} by {} : {} ----> {}".format(col,(o[col][0]-t[col][0]).round(4),o[col][0].round(4),t[col][0].round(4)))
elif t[col][0]>o[col][0]:
print("Increase {} by {} : {} ----> {}".format(col,(t[col][0]-o[col][0]).round(4),o[col][0].round(4),t[col][0].round(4)))
ogi = rf_b.predict(o)[0]
now = rf_b.predict(t)[0]
print("\nBankrputcy will be prevented for {} years".format(now-ogi))
#index = 15293 in year 4, bankruptcy in 2 years
o= {
'X1':[0.029813],'X2':[0.620549],'X3':[0.130729],'X4':[1.303918],'X5':[-37.421452],'X6':[-0.01797],
'X8':[0.623882],'X9':[2.891835],'X10':[0.379451],'X12':[0.091447],'X13':[0.037973],'X15':[3014.936546],
'X20':[55.713088],'X21':[1.071164],'X24':[0.066523],'X27':[24.178054],'X28':[0.328504],'X29':[3.922093],
'X30':[0.289212],'X32':[84.293403],'X33':[5.4052],'X34':[4.406651],'X36':[2.945935],'X37':[3.094242],
'X41':[0.297637],'X43':[94.432057],'X44':[38.717267],'X45':[0.10293],'X55':[1042.825087],'X56':[0.046503],
'X57':[0.07895],'X58':[0.980456],'X59':[0.246519],'X60':[10.309207],'X61':[10.850316],'X64':[8.586723]
}
os = {
'Y':[1.0]
}
original2 = pd.DataFrame(o)
ans2 = pd.DataFrame(os)
display(original2)
display(ans2)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.029813 | 0.620549 | 0.130729 | 1.303918 | -37.421452 | -0.01797 | 0.623882 | 2.891835 | 0.379451 | 0.091447 | 0.037973 | 3014.936546 | 55.713088 | 1.071164 | 0.066523 | 24.178054 | 0.328504 | 3.922093 | 0.289212 | 84.293403 | 5.4052 | 4.406651 | 2.945935 | 3.094242 | 0.297637 | 94.432057 | 38.717267 | 0.10293 | 1042.825087 | 0.046503 | 0.07895 | 0.980456 | 0.246519 | 10.309207 | 10.850316 | 8.586723 |
| Y | |
|---|---|
| 0 | 1.0 |
print_class(original2)
Predicted Class : 1 Predicted No of Years in which company will go bankrupt : 2 Probability of it belonging to 1 class : 0.8035066 Probability of it belonging to 0 class : 0.19649339
#index = 15293 in year 4, bankruptcy in 2 years
o= {
'X1':[0.029813],'X2':[0.620549],'X3':[0.130729],'X4':[1.303918],'X5':[-37.421452],'X6':[-0.01797],
'X8':[0.623882],'X9':[2.891835],'X10':[0.379451],'X12':[0.091447],'X13':[0.037973],'X15':[3014.936546],
'X20':[55.713088],'X21':[1.071164],'X24':[0.066523],'X27':[24.178054],'X28':[0.328504],'X29':[3.922093],
'X30':[0.289212],'X32':[84.293403],'X33':[5.4052],'X34':[4.406651],'X36':[2.945935],'X37':[3.094242],
'X41':[0.297637],'X43':[94.432057],'X44':[38.717267],'X45':[0.10293],'X55':[1042.825087],'X56':[0.046503],
'X57':[0.07895],'X58':[0.980456],'X59':[0.246519],'X60':[10.309207],'X61':[10.850316],'X64':[8.586723]
}
os = {
'Y':[1.0]
}
trial2 = pd.DataFrame(o)
ans2 = pd.DataFrame(os)
display(trial2)
display(ans2)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.029813 | 0.620549 | 0.130729 | 1.303918 | -37.421452 | -0.01797 | 0.623882 | 2.891835 | 0.379451 | 0.091447 | 0.037973 | 3014.936546 | 55.713088 | 1.071164 | 0.066523 | 24.178054 | 0.328504 | 3.922093 | 0.289212 | 84.293403 | 5.4052 | 4.406651 | 2.945935 | 3.094242 | 0.297637 | 94.432057 | 38.717267 | 0.10293 | 1042.825087 | 0.046503 | 0.07895 | 0.980456 | 0.246519 | 10.309207 | 10.850316 | 8.586723 |
| Y | |
|---|---|
| 0 | 1.0 |
change(trial2)
Initial probability : 0.19649339 After iteration 1 probability is 0.17339712381362915 After iteration 2 probability is 0.06095850467681885 After iteration 3 probability is 0.0410577654838562 After iteration 4 probability is 0.0361141562461853 After iteration 5 probability is 0.03196185827255249 After iteration 6 probability is 0.03196185827255249 After iteration 7 probability is 0.025317490100860596 After iteration 8 probability is 0.03397786617279053 After iteration 9 probability is 0.03495579957962036 After iteration 10 probability is 0.026466846466064453 After iteration 11 probability is 0.01914048194885254 After iteration 12 probability is 0.01914048194885254 After iteration 13 probability is 0.01415550708770752 After iteration 14 probability is 0.01415550708770752 After iteration 15 probability is 0.01415550708770752 After iteration 16 probability is 0.02010047435760498 After iteration 17 probability is 0.025288820266723633 After iteration 18 probability is 0.024027228355407715 After iteration 19 probability is 0.029031991958618164 After iteration 20 probability is 0.012719988822937012 After iteration 21 probability is 0.01015251874923706 After iteration 22 probability is 0.00893324613571167 After iteration 23 probability is 0.008517086505889893 After iteration 24 probability is 0.008517086505889893 After iteration 25 probability is 0.008517086505889893 After iteration 26 probability is 0.008517086505889893 After iteration 27 probability is 0.008517086505889893 After iteration 28 probability is 0.008517086505889893 After iteration 29 probability is 0.007475674152374268 After iteration 30 probability is 0.007475674152374268 After iteration 31 probability is 0.007475674152374268 After iteration 32 probability is 0.007475674152374268 After iteration 33 probability is 0.007475674152374268 After iteration 34 probability is 0.007475674152374268 After iteration 35 probability is 0.007475674152374268 After iteration 36 probability is 0.0067331790924072266 After iteration 37 probability is 0.0062410831451416016 After iteration 38 probability is 0.0062410831451416016 After iteration 39 probability is 0.0062410831451416016 After iteration 40 probability is 0.0062410831451416016 After iteration 41 probability is 0.0062410831451416016 After iteration 42 probability is 0.004724860191345215 After iteration 43 probability is 0.004367649555206299 After iteration 44 probability is 0.007135748863220215 After iteration 45 probability is 0.007974982261657715 After iteration 46 probability is 0.007974982261657715 After iteration 47 probability is 0.007974982261657715 After iteration 48 probability is 0.007974982261657715 After iteration 49 probability is 0.00882035493850708 After iteration 50 probability is 0.00882035493850708 After iteration 51 probability is 0.007912695407867432 After iteration 52 probability is 0.005745351314544678 After iteration 53 probability is 0.00643157958984375 After iteration 54 probability is 0.00643157958984375 After iteration 55 probability is 0.00643157958984375 After iteration 56 probability is 0.00643157958984375 After iteration 57 probability is 0.00643157958984375 After iteration 58 probability is 0.00643157958984375 After iteration 59 probability is 0.00643157958984375 After iteration 60 probability is 0.007119715213775635 After iteration 61 probability is 0.007119715213775635 After iteration 62 probability is 0.008882880210876465 After iteration 63 probability is 0.008882880210876465 After iteration 64 probability is 0.008882880210876465 After iteration 65 probability is 0.008882880210876465 After iteration 66 probability is 0.008882880210876465 After iteration 67 probability is 0.007325947284698486 After iteration 68 probability is 0.007325947284698486 After iteration 69 probability is 0.009446859359741211 After iteration 70 probability is 0.009446859359741211 After iteration 71 probability is 0.009446859359741211 After iteration 72 probability is 0.010296761989593506 After iteration 73 probability is 0.010296761989593506 After iteration 74 probability is 0.010296761989593506 After iteration 75 probability is 0.010296761989593506 After iteration 76 probability is 0.010296761989593506 After iteration 77 probability is 0.014411628246307373 After iteration 78 probability is 0.014411628246307373 After iteration 79 probability is 0.014411628246307373 After iteration 80 probability is 0.014411628246307373 After iteration 81 probability is 0.014411628246307373 After iteration 82 probability is 0.014411628246307373 After iteration 83 probability is 0.014411628246307373 After iteration 84 probability is 0.021606624126434326 After iteration 85 probability is 0.021606624126434326 After iteration 86 probability is 0.030372440814971924 After iteration 87 probability is 0.034167706966400146 After iteration 88 probability is 0.03756272792816162 After iteration 89 probability is 0.03313475847244263 After iteration 90 probability is 0.03313475847244263 After iteration 91 probability is 0.03313475847244263 After iteration 92 probability is 0.03313475847244263 After iteration 93 probability is 0.03672444820404053 After iteration 94 probability is 0.03672444820404053 After iteration 95 probability is 0.03672444820404053 After iteration 96 probability is 0.03672444820404053 After iteration 97 probability is 0.03672444820404053 After iteration 98 probability is 0.03672444820404053 After iteration 99 probability is 0.03672444820404053 After iteration 100 probability is 0.03672444820404053 After iteration 101 probability is 0.03672444820404053 After iteration 102 probability is 0.03672444820404053 After iteration 103 probability is 0.03672444820404053 After iteration 104 probability is 0.03672444820404053 After iteration 105 probability is 0.03672444820404053 After iteration 106 probability is 0.038556814193725586 After iteration 107 probability is 0.038556814193725586 After iteration 108 probability is 0.038556814193725586 After iteration 109 probability is 0.038556814193725586 After iteration 110 probability is 0.038556814193725586 After iteration 111 probability is 0.038556814193725586 After iteration 112 probability is 0.038556814193725586 After iteration 113 probability is 0.05605614185333252 After iteration 114 probability is 0.05605614185333252 After iteration 115 probability is 0.05605614185333252 After iteration 116 probability is 0.05128169059753418 After iteration 117 probability is 0.05128169059753418 After iteration 118 probability is 0.0232275128364563 After iteration 119 probability is 0.030961155891418457 After iteration 120 probability is 0.030961155891418457 After iteration 121 probability is 0.030961155891418457 After iteration 122 probability is 0.04432189464569092 After iteration 123 probability is 0.04432189464569092 After iteration 124 probability is 0.04432189464569092 After iteration 125 probability is 0.04432189464569092 After iteration 126 probability is 0.04432189464569092 After iteration 127 probability is 0.04432189464569092 After iteration 128 probability is 0.04432189464569092 After iteration 129 probability is 0.04432189464569092 After iteration 130 probability is 0.052330970764160156 After iteration 131 probability is 0.052330970764160156 After iteration 132 probability is 0.052330970764160156 After iteration 133 probability is 0.052330970764160156 After iteration 134 probability is 0.029976606369018555 After iteration 135 probability is 0.037164390087127686 After iteration 136 probability is 0.021449804306030273 After iteration 137 probability is 0.021449804306030273 After iteration 138 probability is 0.021449804306030273 After iteration 139 probability is 0.021449804306030273 After iteration 140 probability is 0.017941534519195557 After iteration 141 probability is 0.017941534519195557 After iteration 142 probability is 0.027106821537017822 After iteration 143 probability is 0.027106821537017822 After iteration 144 probability is 0.027106821537017822 After iteration 145 probability is 0.027106821537017822 After iteration 146 probability is 0.027106821537017822 After iteration 147 probability is 0.027106821537017822 After iteration 148 probability is 0.027106821537017822 After iteration 149 probability is 0.024072647094726562 After iteration 150 probability is 0.024072647094726562 After iteration 151 probability is 0.023294031620025635 After iteration 152 probability is 0.023294031620025635 After iteration 153 probability is 0.023294031620025635 After iteration 154 probability is 0.023294031620025635 After iteration 155 probability is 0.023294031620025635 After iteration 156 probability is 0.023294031620025635 After iteration 157 probability is 0.0251619815826416 After iteration 158 probability is 0.0251619815826416 After iteration 159 probability is 0.0251619815826416 After iteration 160 probability is 0.0251619815826416 After iteration 161 probability is 0.0251619815826416 After iteration 162 probability is 0.0251619815826416 After iteration 163 probability is 0.0251619815826416 After iteration 164 probability is 0.0251619815826416 After iteration 165 probability is 0.0251619815826416 After iteration 166 probability is 0.0251619815826416 After iteration 167 probability is 0.0251619815826416 After iteration 168 probability is 0.0251619815826416 After iteration 169 probability is 0.0251619815826416 After iteration 170 probability is 0.03328907489776611 After iteration 171 probability is 0.03328907489776611 After iteration 172 probability is 0.03328907489776611 After iteration 173 probability is 0.034911155700683594 After iteration 174 probability is 0.034911155700683594 After iteration 175 probability is 0.034911155700683594 After iteration 176 probability is 0.034911155700683594 After iteration 177 probability is 0.03024381399154663 After iteration 178 probability is 0.03024381399154663 After iteration 179 probability is 0.03024381399154663 After iteration 180 probability is 0.03024381399154663 After iteration 181 probability is 0.03024381399154663 After iteration 182 probability is 0.03024381399154663 After iteration 183 probability is 0.03024381399154663 After iteration 184 probability is 0.03024381399154663 After iteration 185 probability is 0.03024381399154663 After iteration 186 probability is 0.03024381399154663 After iteration 187 probability is 0.03024381399154663 After iteration 188 probability is 0.03024381399154663 After iteration 189 probability is 0.03024381399154663 After iteration 190 probability is 0.0298653244972229 After iteration 191 probability is 0.02506023645401001 After iteration 192 probability is 0.02464848756790161 After iteration 193 probability is 0.02464848756790161 After iteration 194 probability is 0.02464848756790161 After iteration 195 probability is 0.045150578022003174 After iteration 196 probability is 0.045150578022003174 After iteration 197 probability is 0.045150578022003174 After iteration 198 probability is 0.045150578022003174 After iteration 199 probability is 0.053648293018341064 After iteration 200 probability is 0.053648293018341064 After iteration 201 probability is 0.053648293018341064 After iteration 202 probability is 0.053648293018341064 After iteration 203 probability is 0.047597289085388184 After iteration 204 probability is 0.056484758853912354 After iteration 205 probability is 0.056484758853912354 After iteration 206 probability is 0.056484758853912354 After iteration 207 probability is 0.050067782402038574 After iteration 208 probability is 0.050067782402038574 After iteration 209 probability is 0.050067782402038574 After iteration 210 probability is 0.050067782402038574 After iteration 211 probability is 0.05978095531463623 After iteration 212 probability is 0.05978095531463623 After iteration 213 probability is 0.05978095531463623 After iteration 214 probability is 0.06351470947265625 After iteration 215 probability is 0.09239059686660767 After iteration 216 probability is 0.07446342706680298 After iteration 217 probability is 0.07446342706680298 After iteration 218 probability is 0.08757621049880981 After iteration 219 probability is 0.08757621049880981 After iteration 220 probability is 0.08757621049880981 After iteration 221 probability is 0.08757621049880981 After iteration 222 probability is 0.12133204936981201 After iteration 223 probability is 0.12133204936981201 After iteration 224 probability is 0.12133204936981201 After iteration 225 probability is 0.12133204936981201 After iteration 226 probability is 0.12133204936981201 After iteration 227 probability is 0.12133204936981201 After iteration 228 probability is 0.12133204936981201 After iteration 229 probability is 0.12133204936981201 After iteration 230 probability is 0.1379130482673645 After iteration 231 probability is 0.1379130482673645 After iteration 232 probability is 0.1379130482673645 After iteration 233 probability is 0.1379130482673645 After iteration 234 probability is 0.14580363035202026 After iteration 235 probability is 0.14580363035202026 After iteration 236 probability is 0.14580363035202026 After iteration 237 probability is 0.144253671169281 After iteration 238 probability is 0.144253671169281 After iteration 239 probability is 0.144253671169281 After iteration 240 probability is 0.1834750771522522 After iteration 241 probability is 0.1834750771522522 After iteration 242 probability is 0.1834750771522522 After iteration 243 probability is 0.1834750771522522 After iteration 244 probability is 0.1834750771522522 After iteration 245 probability is 0.20504707098007202 After iteration 246 probability is 0.20504707098007202 After iteration 247 probability is 0.20504707098007202 After iteration 248 probability is 0.20504707098007202 After iteration 249 probability is 0.11930829286575317 After iteration 250 probability is 0.11930829286575317 After iteration 251 probability is 0.11930829286575317 After iteration 252 probability is 0.11930829286575317 After iteration 253 probability is 0.11930829286575317 After iteration 254 probability is 0.11930829286575317 After iteration 255 probability is 0.11930829286575317 After iteration 256 probability is 0.11930829286575317 After iteration 257 probability is 0.11930829286575317 After iteration 258 probability is 0.11930829286575317 After iteration 259 probability is 0.23080229759216309 After iteration 260 probability is 0.23080229759216309 After iteration 261 probability is 0.23080229759216309 After iteration 262 probability is 0.5863721370697021 After iteration 263 probability is 0.6444447040557861 After iteration 264 probability is 0.6444447040557861 After iteration 265 probability is 0.6863798499107361 After iteration 266 probability is 0.6863798499107361 After iteration 267 probability is 0.6863798499107361 After iteration 268 probability is 0.6863798499107361 After iteration 269 probability is 0.6863798499107361 After iteration 270 probability is 0.6293438076972961 After iteration 271 probability is 0.684124231338501 After iteration 272 probability is 0.6583338975906372 After iteration 273 probability is 0.6583338975906372 After iteration 274 probability is 0.6583338975906372 After iteration 275 probability is 0.6583338975906372 After iteration 276 probability is 0.6583338975906372 After iteration 277 probability is 0.6583338975906372 After iteration 278 probability is 0.6583338975906372 After iteration 279 probability is 0.6583338975906372 After iteration 280 probability is 0.6583338975906372 After iteration 281 probability is 0.6426905393600464 After iteration 282 probability is 0.6426905393600464 After iteration 283 probability is 0.6426905393600464 After iteration 284 probability is 0.6426905393600464 After iteration 285 probability is 0.6426905393600464 After iteration 286 probability is 0.6426905393600464 After iteration 287 probability is 0.6426905393600464 After iteration 288 probability is 0.6426905393600464 After iteration 289 probability is 0.6426905393600464 After iteration 290 probability is 0.6426905393600464 After iteration 291 probability is 0.6426905393600464 After iteration 292 probability is 0.6426905393600464 After iteration 293 probability is 0.6426905393600464 After iteration 294 probability is 0.6426905393600464 After iteration 295 probability is 0.6426905393600464 After iteration 296 probability is 0.6426905393600464 After iteration 297 probability is 0.6426905393600464 After iteration 298 probability is 0.6426905393600464 After iteration 299 probability is 0.6426905393600464 After iteration 300 probability is 0.6426905393600464 After iteration 301 probability is 0.6426905393600464 After iteration 302 probability is 0.6426905393600464 After iteration 303 probability is 0.6426905393600464 After iteration 304 probability is 0.5561180114746094 After iteration 305 probability is 0.5612245202064514 After iteration 306 probability is 0.5612245202064514 After iteration 307 probability is 0.5612245202064514 After iteration 308 probability is 0.5612245202064514 After iteration 309 probability is 0.5612245202064514 After iteration 310 probability is 0.5612245202064514 After iteration 311 probability is 0.5612245202064514 After iteration 312 probability is 0.5612245202064514 After iteration 313 probability is 0.5612245202064514 After iteration 314 probability is 0.5612245202064514 After iteration 315 probability is 0.5612245202064514 After iteration 316 probability is 0.5612245202064514 After iteration 317 probability is 0.5612245202064514 After iteration 318 probability is 0.5612245202064514 After iteration 319 probability is 0.5612245202064514 After iteration 320 probability is 0.5612245202064514 After iteration 321 probability is 0.5612245202064514 After iteration 322 probability is 0.5612245202064514 After iteration 323 probability is 0.5612245202064514 After iteration 324 probability is 0.5612245202064514 After iteration 325 probability is 0.5845344662666321 After iteration 326 probability is 0.5845344662666321 After iteration 327 probability is 0.5845344662666321 After iteration 328 probability is 0.5845344662666321 After iteration 329 probability is 0.5845344662666321 After iteration 330 probability is 0.5845344662666321 After iteration 331 probability is 0.5845344662666321 After iteration 332 probability is 0.5845344662666321 After iteration 333 probability is 0.561577320098877 After iteration 334 probability is 0.561577320098877 After iteration 335 probability is 0.557432234287262 After iteration 336 probability is 0.557432234287262 After iteration 337 probability is 0.557432234287262 After iteration 338 probability is 0.557432234287262 After iteration 339 probability is 0.557432234287262 After iteration 340 probability is 0.557432234287262 After iteration 341 probability is 0.557432234287262 After iteration 342 probability is 0.557432234287262 After iteration 343 probability is 0.557432234287262 After iteration 344 probability is 0.557432234287262 After iteration 345 probability is 0.557432234287262 After iteration 346 probability is 0.557432234287262 After iteration 347 probability is 0.557432234287262 After iteration 348 probability is 0.557432234287262 After iteration 349 probability is 0.557432234287262 After iteration 350 probability is 0.557432234287262 After iteration 351 probability is 0.557432234287262 After iteration 352 probability is 0.557432234287262 After iteration 353 probability is 0.557432234287262 After iteration 354 probability is 0.557432234287262 After iteration 355 probability is 0.557432234287262 After iteration 356 probability is 0.557432234287262 After iteration 357 probability is 0.557432234287262 After iteration 358 probability is 0.557432234287262 After iteration 359 probability is 0.557432234287262 After iteration 360 probability is 0.557432234287262 After iteration 361 probability is 0.557432234287262 After iteration 362 probability is 0.557432234287262 After iteration 363 probability is 0.557432234287262 After iteration 364 probability is 0.557432234287262 After iteration 365 probability is 0.557432234287262 After iteration 366 probability is 0.557432234287262 After iteration 367 probability is 0.557432234287262 After iteration 368 probability is 0.557432234287262 After iteration 369 probability is 0.557432234287262 After iteration 370 probability is 0.557432234287262 After iteration 371 probability is 0.557432234287262 After iteration 372 probability is 0.557432234287262 After iteration 373 probability is 0.557432234287262 After iteration 374 probability is 0.557432234287262 After iteration 375 probability is 0.557432234287262 After iteration 376 probability is 0.557432234287262 After iteration 377 probability is 0.557432234287262 After iteration 378 probability is 0.557432234287262 After iteration 379 probability is 0.557432234287262 After iteration 380 probability is 0.6622508764266968 After iteration 381 probability is 0.6391422152519226 After iteration 382 probability is 0.6391422152519226 After iteration 383 probability is 0.6391422152519226 After iteration 384 probability is 0.6391422152519226 After iteration 385 probability is 0.6391422152519226 After iteration 386 probability is 0.6391422152519226 After iteration 387 probability is 0.6391422152519226 After iteration 388 probability is 0.6391422152519226 After iteration 389 probability is 0.6391422152519226 After iteration 390 probability is 0.6391422152519226 After iteration 391 probability is 0.6391422152519226 After iteration 392 probability is 0.6391422152519226 After iteration 393 probability is 0.6391422152519226 After iteration 394 probability is 0.6391422152519226 After iteration 395 probability is 0.6391422152519226 After iteration 396 probability is 0.6391422152519226 After iteration 397 probability is 0.6391422152519226 After iteration 398 probability is 0.6391422152519226 After iteration 399 probability is 0.6391422152519226 After iteration 400 probability is 0.6391422152519226 After iteration 401 probability is 0.6391422152519226 After iteration 402 probability is 0.6391422152519226 After iteration 403 probability is 0.6391422152519226 After iteration 404 probability is 0.6391422152519226 After iteration 405 probability is 0.6391422152519226 After iteration 406 probability is 0.6391422152519226 After iteration 407 probability is 0.6391422152519226 After iteration 408 probability is 0.6391422152519226 After iteration 409 probability is 0.6391422152519226 After iteration 410 probability is 0.653333306312561 After iteration 411 probability is 0.653333306312561 After iteration 412 probability is 0.8002331256866455 After iteration 413 probability is 0.8002331256866455 After iteration 414 probability is 0.8002331256866455 After iteration 415 probability is 0.8002331256866455 After iteration 416 probability is 0.8002331256866455 After iteration 417 probability is 0.8002331256866455 After iteration 418 probability is 0.8002331256866455 After iteration 419 probability is 0.8002331256866455 After iteration 420 probability is 0.8002331256866455 After iteration 421 probability is 0.8002331256866455 After iteration 422 probability is 0.8002331256866455 After iteration 423 probability is 0.8002331256866455 After iteration 424 probability is 0.8002331256866455 After iteration 425 probability is 0.8002331256866455 After iteration 426 probability is 0.8002331256866455 After iteration 427 probability is 0.8002331256866455 After iteration 428 probability is 0.8002331256866455 After iteration 429 probability is 0.8002331256866455 After iteration 430 probability is 0.8002331256866455 After iteration 431 probability is 0.8002331256866455 After iteration 432 probability is 0.8002331256866455 After iteration 433 probability is 0.8002331256866455 After iteration 434 probability is 0.8002331256866455 After iteration 435 probability is 0.8002331256866455 After iteration 436 probability is 0.8002331256866455 After iteration 437 probability is 0.8002331256866455 After iteration 438 probability is 0.8002331256866455 After iteration 439 probability is 0.8002331256866455 After iteration 440 probability is 0.8002331256866455 After iteration 441 probability is 0.8002331256866455 After iteration 442 probability is 0.8002331256866455 After iteration 443 probability is 0.8002331256866455 After iteration 444 probability is 0.8002331256866455 After iteration 445 probability is 0.8002331256866455 After iteration 446 probability is 0.8002331256866455 After iteration 447 probability is 0.8002331256866455 After iteration 448 probability is 0.8002331256866455 After iteration 449 probability is 0.8002331256866455 After iteration 450 probability is 0.8002331256866455 After iteration 451 probability is 0.8002331256866455 After iteration 452 probability is 0.769716203212738 After iteration 453 probability is 0.769716203212738 After iteration 454 probability is 0.769716203212738 After iteration 455 probability is 0.769716203212738 After iteration 456 probability is 0.8349217772483826 After iteration 457 probability is 0.8770322203636169 New predicted class is 0
recommended_changes(trial2,original2)
Recommended Changes : Increase X24 by 1.6452 : 0.0665 ----> 1.7117 Increase X5 by 1.5995 : -37.4215 ----> -35.822 Decrease X9 by 1.5538 : 2.8918 ----> 1.338 Decrease X20 by 1.5081 : 55.7131 ----> 54.205 Increase X37 by 1.4624 : 3.0942 ----> 4.5566 Increase X45 by 1.4167 : 0.1029 ----> 1.5196 Decrease X61 by 1.371 : 10.8503 ----> 9.4793 Increase X33 by 1.3253 : 5.4052 ----> 6.7305 Increase X60 by 1.2796 : 10.3092 ----> 11.5888 Decrease X58 by 1.2339 : 0.9805 ----> -0.2534 Decrease X43 by 1.1882 : 94.4321 ----> 93.2439 Decrease X15 by 1.1425 : 3014.9365 ----> 3013.794 Increase X13 by 1.0968 : 0.038 ----> 1.1348 Increase X55 by 1.0511 : 1042.8251 ----> 1043.8762 Increase X21 by 1.0054 : 1.0712 ----> 2.0766 Decrease X30 by 0.9597 : 0.2892 ----> -0.6705 Increase X8 by 0.914 : 0.6239 ----> 1.5379 Decrease X59 by 0.8683 : 0.2465 ----> -0.6218 Increase X27 by 0.8226 : 24.1781 ----> 25.0007 Decrease X2 by 0.7769 : 0.6205 ----> -0.1564 Decrease X36 by 0.7312 : 2.9459 ----> 2.2147 Increase X34 by 0.6855 : 4.4067 ----> 5.0922 Increase X57 by 0.6398 : 0.079 ----> 0.7187 Increase X44 by 0.5941 : 38.7173 ----> 39.3114 Increase X29 by 0.5484 : 3.9221 ----> 4.4705 Increase X3 by 0.5027 : 0.1307 ----> 0.6334 Increase X12 by 0.457 : 0.0914 ----> 0.5484 Increase X6 by 0.4113 : -0.018 ----> 0.3933 Increase X1 by 0.3199 : 0.0298 ----> 0.3497 Decrease X32 by 0.2742 : 84.2934 ----> 84.0192 Increase X56 by 0.2285 : 0.0465 ----> 0.275 Increase X28 by 0.1828 : 0.3285 ----> 0.5113 Increase X4 by 0.1371 : 1.3039 ----> 1.441 Increase X41 by 0.0914 : 0.2976 ----> 0.389 Increase X10 by 0.0457 : 0.3795 ----> 0.4252 Bankrputcy will be prevented for 2 years
#index = 8442 in year 5, bankruptcy in 1 year
o= {
'X1':[-0.064781],'X2':[0.868238],'X3':[0.377035],'X4':[2.030202],'X5':[-78.072744],'X6':[-0.154882],
'X8':[0.161149],'X9':[1.095834],'X10':[0.131801],'X12':[-0.17711],'X13':[-0.058658],'X15':[-4294.594801],
'X20':[205.847482],'X21':[1.1074],'X24':[-0.04189],'X27':[-0.480109],'X28':[1.46844],'X29':[3.900828],
'X30':[0.790543],'X32':[134.523499],'X33':[3.078083],'X34':[1.307089],'X36':[1.106799],'X37':[0.374988],
'X41':[-1.457761],'X43':[246.146521],'X44':[40.197123],'X45':[-0.104939],'X55':[3000.898689],'X56':[0.093011],
'X57':[-0.515013],'X58':[0.902529],'X59':[4.046054],'X60':[1.773161],'X61':[9.085926],'X64':[4.269355]
}
os = {
'Y':[1.0]
}
original3 = pd.DataFrame(o)
ans3 = pd.DataFrame(os)
display(original3)
display(ans2)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.064781 | 0.868238 | 0.377035 | 2.030202 | -78.072744 | -0.154882 | 0.161149 | 1.095834 | 0.131801 | -0.17711 | -0.058658 | -4294.594801 | 205.847482 | 1.1074 | -0.04189 | -0.480109 | 1.46844 | 3.900828 | 0.790543 | 134.523499 | 3.078083 | 1.307089 | 1.106799 | 0.374988 | -1.457761 | 246.146521 | 40.197123 | -0.104939 | 3000.898689 | 0.093011 | -0.515013 | 0.902529 | 4.046054 | 1.773161 | 9.085926 | 4.269355 |
| Y | |
|---|---|
| 0 | 1.0 |
#index = 8442 in year 5, bankruptcy in 1 year
o= {
'X1':[-0.064781],'X2':[0.868238],'X3':[0.377035],'X4':[2.030202],'X5':[-78.072744],'X6':[-0.154882],
'X8':[0.161149],'X9':[1.095834],'X10':[0.131801],'X12':[-0.17711],'X13':[-0.058658],'X15':[-4294.594801],
'X20':[205.847482],'X21':[1.1074],'X24':[-0.04189],'X27':[-0.480109],'X28':[1.46844],'X29':[3.900828],
'X30':[0.790543],'X32':[134.523499],'X33':[3.078083],'X34':[1.307089],'X36':[1.106799],'X37':[0.374988],
'X41':[-1.457761],'X43':[246.146521],'X44':[40.197123],'X45':[-0.104939],'X55':[3000.898689],'X56':[0.093011],
'X57':[-0.515013],'X58':[0.902529],'X59':[4.046054],'X60':[1.773161],'X61':[9.085926],'X64':[4.269355]
}
os = {
'Y':[1.0]
}
trial3 = pd.DataFrame(o)
ans3 = pd.DataFrame(os)
display(trial3)
display(ans2)
| X1 | X2 | X3 | X4 | X5 | X6 | X8 | X9 | X10 | X12 | X13 | X15 | X20 | X21 | X24 | X27 | X28 | X29 | X30 | X32 | X33 | X34 | X36 | X37 | X41 | X43 | X44 | X45 | X55 | X56 | X57 | X58 | X59 | X60 | X61 | X64 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.064781 | 0.868238 | 0.377035 | 2.030202 | -78.072744 | -0.154882 | 0.161149 | 1.095834 | 0.131801 | -0.17711 | -0.058658 | -4294.594801 | 205.847482 | 1.1074 | -0.04189 | -0.480109 | 1.46844 | 3.900828 | 0.790543 | 134.523499 | 3.078083 | 1.307089 | 1.106799 | 0.374988 | -1.457761 | 246.146521 | 40.197123 | -0.104939 | 3000.898689 | 0.093011 | -0.515013 | 0.902529 | 4.046054 | 1.773161 | 9.085926 | 4.269355 |
| Y | |
|---|---|
| 0 | 1.0 |
print_class(original3)
Predicted Class : 1 Predicted No of Years in which company will go bankrupt : 1 Probability of it belonging to 1 class : 0.99536693 Probability of it belonging to 0 class : 0.004633069
change(trial3)
Initial probability : 0.004633069 After iteration 1 probability is 0.004663527011871338 After iteration 2 probability is 0.004663527011871338 After iteration 3 probability is 0.004663527011871338 After iteration 4 probability is 0.004663527011871338 After iteration 5 probability is 0.005418956279754639 After iteration 6 probability is 0.00465315580368042 After iteration 7 probability is 0.00465315580368042 After iteration 8 probability is 0.00465315580368042 After iteration 9 probability is 0.004464268684387207 After iteration 10 probability is 0.004464268684387207 After iteration 11 probability is 0.004464268684387207 After iteration 12 probability is 0.004464268684387207 After iteration 13 probability is 0.005296051502227783 After iteration 14 probability is 0.005296051502227783 After iteration 15 probability is 0.0046135783195495605 After iteration 16 probability is 0.0046135783195495605 After iteration 17 probability is 0.005089104175567627 After iteration 18 probability is 0.005089104175567627 After iteration 19 probability is 0.005089104175567627 After iteration 20 probability is 0.005089104175567627 After iteration 21 probability is 0.005803346633911133 After iteration 22 probability is 0.005803346633911133 After iteration 23 probability is 0.016418814659118652 After iteration 24 probability is 0.012962698936462402 After iteration 25 probability is 0.012962698936462402 After iteration 26 probability is 0.012962698936462402 After iteration 27 probability is 0.01323556900024414 After iteration 28 probability is 0.01323556900024414 After iteration 29 probability is 0.01323556900024414 After iteration 30 probability is 0.01323556900024414 After iteration 31 probability is 0.01323556900024414 After iteration 32 probability is 0.01323556900024414 After iteration 33 probability is 0.01323556900024414 After iteration 34 probability is 0.01323556900024414 After iteration 35 probability is 0.01323556900024414 After iteration 36 probability is 0.013002395629882812 After iteration 37 probability is 0.013002395629882812 After iteration 38 probability is 0.019425511360168457 After iteration 39 probability is 0.019425511360168457 After iteration 40 probability is 0.019425511360168457 After iteration 41 probability is 0.017122924327850342 After iteration 42 probability is 0.021792590618133545 After iteration 43 probability is 0.021792590618133545 After iteration 44 probability is 0.023479580879211426 After iteration 45 probability is 0.023479580879211426 After iteration 46 probability is 0.023479580879211426 After iteration 47 probability is 0.023479580879211426 After iteration 48 probability is 0.023479580879211426 After iteration 49 probability is 0.023479580879211426 After iteration 50 probability is 0.023479580879211426 After iteration 51 probability is 0.023479580879211426 After iteration 52 probability is 0.01705765724182129 After iteration 53 probability is 0.01705765724182129 After iteration 54 probability is 0.01705765724182129 After iteration 55 probability is 0.019322752952575684 After iteration 56 probability is 0.027189433574676514 After iteration 57 probability is 0.027189433574676514 After iteration 58 probability is 0.027189433574676514 After iteration 59 probability is 0.025125741958618164 After iteration 60 probability is 0.02382451295852661 After iteration 61 probability is 0.02382451295852661 After iteration 62 probability is 0.020749688148498535 After iteration 63 probability is 0.02580183744430542 After iteration 64 probability is 0.02580183744430542 After iteration 65 probability is 0.02580183744430542 After iteration 66 probability is 0.03523671627044678 After iteration 67 probability is 0.04519385099411011 After iteration 68 probability is 0.06671679019927979 After iteration 69 probability is 0.06671679019927979 After iteration 70 probability is 0.06362646818161011 After iteration 71 probability is 0.06362646818161011 After iteration 72 probability is 0.06362646818161011 After iteration 73 probability is 0.06362646818161011 After iteration 74 probability is 0.06362646818161011 After iteration 75 probability is 0.06362646818161011 After iteration 76 probability is 0.06006264686584473 After iteration 77 probability is 0.06006264686584473 After iteration 78 probability is 0.06006264686584473 After iteration 79 probability is 0.06006264686584473 After iteration 80 probability is 0.06006264686584473 After iteration 81 probability is 0.06006264686584473 After iteration 82 probability is 0.06006264686584473 After iteration 83 probability is 0.05710327625274658 After iteration 84 probability is 0.05710327625274658 After iteration 85 probability is 0.05710327625274658 After iteration 86 probability is 0.05710327625274658 After iteration 87 probability is 0.05710327625274658 After iteration 88 probability is 0.05710327625274658 After iteration 89 probability is 0.05710327625274658 After iteration 90 probability is 0.05710327625274658 After iteration 91 probability is 0.05710327625274658 After iteration 92 probability is 0.05710327625274658 After iteration 93 probability is 0.06679785251617432 After iteration 94 probability is 0.06679785251617432 After iteration 95 probability is 0.06679785251617432 After iteration 96 probability is 0.06679785251617432 After iteration 97 probability is 0.06679785251617432 After iteration 98 probability is 0.06187182664871216 After iteration 99 probability is 0.06187182664871216 After iteration 100 probability is 0.05225163698196411 After iteration 101 probability is 0.06554615497589111 After iteration 102 probability is 0.06554615497589111 After iteration 103 probability is 0.06554615497589111 After iteration 104 probability is 0.06554615497589111 After iteration 105 probability is 0.0663190484046936 After iteration 106 probability is 0.0663190484046936 After iteration 107 probability is 0.05811721086502075 After iteration 108 probability is 0.05811721086502075 After iteration 109 probability is 0.05811721086502075 After iteration 110 probability is 0.05811721086502075 After iteration 111 probability is 0.05811721086502075 After iteration 112 probability is 0.056852877140045166 After iteration 113 probability is 0.056852877140045166 After iteration 114 probability is 0.056852877140045166 After iteration 115 probability is 0.056852877140045166 After iteration 116 probability is 0.056852877140045166 After iteration 117 probability is 0.056852877140045166 After iteration 118 probability is 0.056852877140045166 After iteration 119 probability is 0.056852877140045166 After iteration 120 probability is 0.10516166687011719 After iteration 121 probability is 0.10516166687011719 After iteration 122 probability is 0.10516166687011719 After iteration 123 probability is 0.10320079326629639 After iteration 124 probability is 0.10320079326629639 After iteration 125 probability is 0.16709572076797485 After iteration 126 probability is 0.16709572076797485 After iteration 127 probability is 0.16709572076797485 After iteration 128 probability is 0.16709572076797485 After iteration 129 probability is 0.16709572076797485 After iteration 130 probability is 0.16709572076797485 After iteration 131 probability is 0.13052833080291748 After iteration 132 probability is 0.13052833080291748 After iteration 133 probability is 0.22561496496200562 After iteration 134 probability is 0.22561496496200562 After iteration 135 probability is 0.22561496496200562 After iteration 136 probability is 0.25152355432510376 After iteration 137 probability is 0.25152355432510376 After iteration 138 probability is 0.25152355432510376 After iteration 139 probability is 0.25152355432510376 After iteration 140 probability is 0.25152355432510376 After iteration 141 probability is 0.25152355432510376 After iteration 142 probability is 0.25152355432510376 After iteration 143 probability is 0.25152355432510376 After iteration 144 probability is 0.15416795015335083 After iteration 145 probability is 0.15416795015335083 After iteration 146 probability is 0.15416795015335083 After iteration 147 probability is 0.15416795015335083 After iteration 148 probability is 0.15416795015335083 After iteration 149 probability is 0.15416795015335083 After iteration 150 probability is 0.15416795015335083 After iteration 151 probability is 0.15416795015335083 After iteration 152 probability is 0.15416795015335083 After iteration 153 probability is 0.15416795015335083 After iteration 154 probability is 0.15416795015335083 After iteration 155 probability is 0.15416795015335083 After iteration 156 probability is 0.17709791660308838 After iteration 157 probability is 0.17709791660308838 After iteration 158 probability is 0.17709791660308838 After iteration 159 probability is 0.17709791660308838 After iteration 160 probability is 0.17709791660308838 After iteration 161 probability is 0.22412419319152832 After iteration 162 probability is 0.22412419319152832 After iteration 163 probability is 0.22412419319152832 After iteration 164 probability is 0.2408391237258911 After iteration 165 probability is 0.36123377084732056 After iteration 166 probability is 0.5506731271743774 After iteration 167 probability is 0.47275739908218384 After iteration 168 probability is 0.45784902572631836 After iteration 169 probability is 0.397053062915802 After iteration 170 probability is 0.44450175762176514 After iteration 171 probability is 0.44450175762176514 After iteration 172 probability is 0.4894157648086548 After iteration 173 probability is 0.7224916219711304 After iteration 174 probability is 0.7442952394485474 After iteration 175 probability is 0.7376128435134888 After iteration 176 probability is 0.7312698364257812 After iteration 177 probability is 0.7312698364257812 After iteration 178 probability is 0.7763397693634033 After iteration 179 probability is 0.8096346259117126 After iteration 180 probability is 0.8096346259117126 After iteration 181 probability is 0.8096346259117126 After iteration 182 probability is 0.8096346259117126 After iteration 183 probability is 0.8096346259117126 After iteration 184 probability is 0.796862781047821 After iteration 185 probability is 0.7462730407714844 After iteration 186 probability is 0.7462730407714844 After iteration 187 probability is 0.7462730407714844 After iteration 188 probability is 0.7462730407714844 After iteration 189 probability is 0.7462730407714844 After iteration 190 probability is 0.7462730407714844 After iteration 191 probability is 0.7462730407714844 After iteration 192 probability is 0.7462730407714844 After iteration 193 probability is 0.7462730407714844 After iteration 194 probability is 0.7462730407714844 After iteration 195 probability is 0.7462730407714844 After iteration 196 probability is 0.7462730407714844 After iteration 197 probability is 0.7462730407714844 After iteration 198 probability is 0.7669545412063599 After iteration 199 probability is 0.7669545412063599 After iteration 200 probability is 0.7669545412063599 After iteration 201 probability is 0.7669545412063599 After iteration 202 probability is 0.7669545412063599 After iteration 203 probability is 0.7669545412063599 After iteration 204 probability is 0.7669545412063599 After iteration 205 probability is 0.7669545412063599 After iteration 206 probability is 0.7669545412063599 After iteration 207 probability is 0.7669545412063599 After iteration 208 probability is 0.7816798686981201 After iteration 209 probability is 0.7816798686981201 After iteration 210 probability is 0.811842679977417 After iteration 211 probability is 0.8209209442138672 After iteration 212 probability is 0.8209209442138672 After iteration 213 probability is 0.8209209442138672 After iteration 214 probability is 0.8161531090736389 After iteration 215 probability is 0.8161531090736389 After iteration 216 probability is 0.8161531090736389 After iteration 217 probability is 0.8161531090736389 After iteration 218 probability is 0.8161531090736389 After iteration 219 probability is 0.8917586207389832 New predicted class is 0
recommended_changes(trial3,original3)
Recommended Changes : Increase X24 by 0.7884 : -0.0419 ----> 0.7465 Increase X5 by 0.7665 : -78.0727 ----> -77.3062 Decrease X9 by 0.7446 : 1.0958 ----> 0.3512 Decrease X20 by 0.7227 : 205.8475 ----> 205.1248 Increase X37 by 0.7008 : 0.375 ----> 1.0758 Increase X45 by 0.6789 : -0.1049 ----> 0.574 Decrease X61 by 0.657 : 9.0859 ----> 8.4289 Increase X33 by 0.6351 : 3.0781 ----> 3.7132 Increase X60 by 0.6132 : 1.7732 ----> 2.3864 Decrease X58 by 0.5913 : 0.9025 ----> 0.3112 Decrease X43 by 0.5694 : 246.1465 ----> 245.5771 Decrease X15 by 0.5475 : -4294.5948 ----> -4295.1423 Increase X13 by 0.5256 : -0.0587 ----> 0.4669 Increase X55 by 0.5037 : 3000.8987 ----> 3001.4024 Increase X21 by 0.4818 : 1.1074 ----> 1.5892 Decrease X30 by 0.4599 : 0.7905 ----> 0.3306 Increase X8 by 0.438 : 0.1611 ----> 0.5991 Decrease X59 by 0.4161 : 4.0461 ----> 3.63 Increase X27 by 0.3942 : -0.4801 ----> -0.0859 Decrease X2 by 0.3723 : 0.8682 ----> 0.4959 Decrease X36 by 0.3504 : 1.1068 ----> 0.7564 Increase X34 by 0.3285 : 1.3071 ----> 1.6356 Increase X57 by 0.3066 : -0.515 ----> -0.2084 Increase X44 by 0.2847 : 40.1971 ----> 40.4818 Increase X29 by 0.2628 : 3.9008 ----> 4.1636 Increase X3 by 0.2409 : 0.377 ----> 0.6179 Increase X12 by 0.219 : -0.1771 ----> 0.0419 Increase X6 by 0.1971 : -0.1549 ----> 0.0422 Increase X1 by 0.1533 : -0.0648 ----> 0.0885 Decrease X32 by 0.1314 : 134.5235 ----> 134.3921 Increase X56 by 0.1095 : 0.093 ----> 0.2025 Increase X28 by 0.0876 : 1.4684 ----> 1.556 Increase X4 by 0.0657 : 2.0302 ----> 2.0959 Increase X41 by 0.0438 : -1.4578 ----> -1.414 Increase X10 by 0.0219 : 0.1318 ----> 0.1537 Bankrputcy will be prevented for 2 years